{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.linkedin.com/company/orenj-i/)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 36: Mean Tail Gini Range Optimization\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-19</th>\n",
       "      <td>0.0475%</td>\n",
       "      <td>-0.8599%</td>\n",
       "      <td>-1.4332%</td>\n",
       "      <td>-3.0011%</td>\n",
       "      <td>0.1113%</td>\n",
       "      <td>1.2968%</td>\n",
       "      <td>3.4360%</td>\n",
       "      <td>-0.8763%</td>\n",
       "      <td>0.2945%</td>\n",
       "      <td>-0.7834%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.6339%</td>\n",
       "      <td>-0.1823%</td>\n",
       "      <td>0.9186%</td>\n",
       "      <td>-0.7728%</td>\n",
       "      <td>1.1384%</td>\n",
       "      <td>-1.6075%</td>\n",
       "      <td>-1.1144%</td>\n",
       "      <td>-1.2872%</td>\n",
       "      <td>0.4575%</td>\n",
       "      <td>-0.8026%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-22</th>\n",
       "      <td>-1.9240%</td>\n",
       "      <td>-0.0786%</td>\n",
       "      <td>-0.6335%</td>\n",
       "      <td>-6.2983%</td>\n",
       "      <td>-0.6392%</td>\n",
       "      <td>-1.1024%</td>\n",
       "      <td>0.0527%</td>\n",
       "      <td>-0.3222%</td>\n",
       "      <td>1.1326%</td>\n",
       "      <td>-0.8199%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.8661%</td>\n",
       "      <td>0.4483%</td>\n",
       "      <td>-1.6954%</td>\n",
       "      <td>-2.8972%</td>\n",
       "      <td>-0.6085%</td>\n",
       "      <td>1.4753%</td>\n",
       "      <td>-0.6075%</td>\n",
       "      <td>-0.8634%</td>\n",
       "      <td>0.1457%</td>\n",
       "      <td>-3.4490%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23</th>\n",
       "      <td>-3.6571%</td>\n",
       "      <td>-1.6658%</td>\n",
       "      <td>-0.4202%</td>\n",
       "      <td>-0.4520%</td>\n",
       "      <td>-0.2797%</td>\n",
       "      <td>-0.5034%</td>\n",
       "      <td>0.1844%</td>\n",
       "      <td>-3.9947%</td>\n",
       "      <td>-0.7051%</td>\n",
       "      <td>-0.2450%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.4766%</td>\n",
       "      <td>-5.1240%</td>\n",
       "      <td>0.5342%</td>\n",
       "      <td>-0.0321%</td>\n",
       "      <td>1.0714%</td>\n",
       "      <td>-0.6728%</td>\n",
       "      <td>-1.0807%</td>\n",
       "      <td>-1.8308%</td>\n",
       "      <td>4.0560%</td>\n",
       "      <td>4.0353%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24</th>\n",
       "      <td>-4.5500%</td>\n",
       "      <td>1.3141%</td>\n",
       "      <td>-1.8042%</td>\n",
       "      <td>-3.5933%</td>\n",
       "      <td>-4.2918%</td>\n",
       "      <td>0.8674%</td>\n",
       "      <td>0.9995%</td>\n",
       "      <td>-4.1109%</td>\n",
       "      <td>-3.6758%</td>\n",
       "      <td>-3.7139%</td>\n",
       "      <td>...</td>\n",
       "      <td>3.5178%</td>\n",
       "      <td>-4.2683%</td>\n",
       "      <td>1.5636%</td>\n",
       "      <td>-1.3479%</td>\n",
       "      <td>-8.0557%</td>\n",
       "      <td>-0.4839%</td>\n",
       "      <td>-1.2403%</td>\n",
       "      <td>-4.2187%</td>\n",
       "      <td>0.3671%</td>\n",
       "      <td>-3.3065%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25</th>\n",
       "      <td>0.4741%</td>\n",
       "      <td>2.5716%</td>\n",
       "      <td>0.5186%</td>\n",
       "      <td>0.7782%</td>\n",
       "      <td>5.0410%</td>\n",
       "      <td>-0.5733%</td>\n",
       "      <td>-1.1719%</td>\n",
       "      <td>2.1585%</td>\n",
       "      <td>3.1657%</td>\n",
       "      <td>2.3271%</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0310%</td>\n",
       "      <td>0.4914%</td>\n",
       "      <td>0.5082%</td>\n",
       "      <td>0.9109%</td>\n",
       "      <td>-1.2516%</td>\n",
       "      <td>1.8962%</td>\n",
       "      <td>4.3662%</td>\n",
       "      <td>1.3799%</td>\n",
       "      <td>-1.7241%</td>\n",
       "      <td>3.3538%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                        \n",
       "2018-10-19  0.0475% -0.8599% -1.4332% -3.0011%  0.1113%  1.2968%  3.4360%   \n",
       "2018-10-22 -1.9240% -0.0786% -0.6335% -6.2983% -0.6392% -1.1024%  0.0527%   \n",
       "2018-10-23 -3.6571% -1.6658% -0.4202% -0.4520% -0.2797% -0.5034%  0.1844%   \n",
       "2018-10-24 -4.5500%  1.3141% -1.8042% -3.5933% -4.2918%  0.8674%  0.9995%   \n",
       "2018-10-25  0.4741%  2.5716%  0.5186%  0.7782%  5.0410% -0.5733% -1.1719%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2018-10-19 -0.8763%  0.2945% -0.7834%  ...  0.6339% -0.1823%  0.9186%   \n",
       "2018-10-22 -0.3222%  1.1326% -0.8199%  ... -0.8661%  0.4483% -1.6954%   \n",
       "2018-10-23 -3.9947% -0.7051% -0.2450%  ...  0.4766% -5.1240%  0.5342%   \n",
       "2018-10-24 -4.1109% -3.6758% -3.7139%  ...  3.5178% -4.2683%  1.5636%   \n",
       "2018-10-25  2.1585%  3.1657%  2.3271%  ... -1.0310%  0.4914%  0.5082%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2018-10-19 -0.7728%  1.1384% -1.6075% -1.1144% -1.2872%  0.4575% -0.8026%  \n",
       "2018-10-22 -2.8972% -0.6085%  1.4753% -0.6075% -0.8634%  0.1457% -3.4490%  \n",
       "2018-10-23 -0.0321%  1.0714% -0.6728% -1.0807% -1.8308%  4.0560%  4.0353%  \n",
       "2018-10-24 -1.3479% -8.0557% -0.4839% -1.2403% -4.2187%  0.3671% -3.3065%  \n",
       "2018-10-25  0.9109% -1.2516%  1.8962%  4.3662%  1.3799% -1.7241%  3.3538%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].iloc[-300:,:].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean Tail Gini Range Portfolios\n",
    "\n",
    "The Tail Gini Range is an specific case of the OWA portfolio model proposed by __[Cajas (2021)](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3988927)__ . \n",
    "\n",
    "It is recommended to use MOSEK to optimize Tail Gini Range, due to it requires more computing power for the number of constraints and variables the model use.\n",
    "\n",
    "Instructions to install MOSEK are in this __[link](https://docs.mosek.com/9.2/install/installation.html)__, is better to install using Anaconda. Also you will need a license, I recommend you that ask for an academic license __[here](https://www.mosek.com/products/academic-licenses/)__.\n",
    "\n",
    "### 2.1 Calculating the portfolio that optimize return/Tail Gini Range ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>17.5526%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>24.5886%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>13.3944%</td>\n",
       "      <td>8.3923%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>11.4566%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP      CPB      DE  \\\n",
       "weights 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 17.5526% 0.0000%   \n",
       "\n",
       "            HPQ     JCI  ...      NI     PCAR     PSA     SEE       T  \\\n",
       "weights 0.0000% 0.0000%  ... 0.0000% 24.5886% 0.0000% 0.0000% 0.0000%   \n",
       "\n",
       "             TGT     TMO     TXT       VZ    ZION  \n",
       "weights 13.3944% 8.3923% 0.0000% 11.4566% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "import mosek\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimum portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu, method_cov=method_cov)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "port.solvers = ['MOSEK'] # It is recommended to use mosek when optimizing GMD\n",
    "port.sol_params = {'MOSEK': {'mosek_params': {mosek.iparam.num_threads: 2}}}\n",
    "\n",
    "port.alpha = 0.05\n",
    "port.beta = 0.05\n",
    "model ='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'TGRG' # Risk measure used, this time will be Tail Gini Range\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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03LlzBz4+PnBzc4NGo8Hz58+xZcsWAEh3DrSYzM3NMWHCBIwdOxbbt29Ht27d0KxZM+zbtw8DBw5Eu3bt8Pz5c/z++++ws7NDUFDQN+1n6tSpaNq0KRo1aoRhw4ZBrVbjjz/+gFKpTDfTwNPTEz/99BN69uyJ69evo3bt2jA2NkZYWBguXryIsmXLYsCAAdl1+ERERN+NpZuIdNKkSZPw119/YcGCBQgLC0NycjLs7OxQv359TJgwASVLlszyc06cOBEJCQlYt24d5syZg1KlSmHlypXYv39/lhd3mjFjBvz9/dGzZ0/ExMSgatWq2LlzJ4oUKZK2jZeXF/z8/DB9+nQMHz4c0dHRsLS0RKlSpXJ0BLBbt25wcnLCnDlz0K9fP8TGxsLGxgYVKlSAj49P2naLFi2CXC7HzJkzERcXh0qVKmHfvn2YNGlSjmX7Xtu3b8ewYcMwduxYpKamwtPTEydOnEDTpk2zdT/Tpk1Do0aNsGzZMkydOhWvXr2CXC6Hi4sL6tSpg9mzZ8Pd3T1b9/k9hgwZknbJr86dO6Nnz554/fo1Vq5cifXr18PV1RXjx4/HixcvMGXKlG/ah7e3d9qIeseOHWFra4uBAwfi5cuXaR9EfLRq1SpUr14dq1atwvLly6HRaGBvbw9PT09UrVo1Ow6ZiIgo20iE71nmlYiIstXZs2fh5eWFPXv2pJ0/S6SrVCoVKlSoAAcHBxw/flzsOERERN+EI91ERESkFXr37o0GDRrAzs4O4eHhWLlyJQIDA7Fo0SKxoxEREX0zlm4iIiLSCrGxsRg9ejQiIiIgl8tRqVIl/O9//0P9+vXFjkZERPTNOL2ciIiIiIiIKIdIxQ5ARERERERElF+xdBMRERERERHlEJZuIiIiIiIiohzC0k1ERERERESUQ1i6iYiIiIiIiHIISzcRERERERFRDmHpJiIiIiIiIsohLN1EREREREREOYSlm4iIiIiIiCiHsHQTERERERER5RCWbiIiIiIiIqIcwtJNRERERERElENYuomIiIiIiIhyCEs3ERERERERUQ5h6SYiIiIiIiLKISzdRERERERERDmEpZuIiIiIiIgoh7B0ExEREREREeUQlm4iIiIiIiKiHMLSTURERERERJRDWLqJiIiIiIiIcghLNxEREREREVEOYekmIiIiIiIiyiEs3UREREREREQ5hKWbiIiIiIiIKIfIxA6QV7m4uODZs2dix9BJzs7OCA4OFjsGERERERHRV0kEQRDEDpEXSSQS8KUTB197IiIiIiLKKzi9nIiIiIiIiCiHcHo5ERHlKWq1GnFxcYiNjUVMTAxiY2MRGxuLhIQECIIAQRCg0WjSfv+5Lz09PRgZGUGpVMLY2Djdl1KphEKhgEQiEftwiYiIKI9j6SYiItGkpqbi9evXePnyJcLCwvDy5cu0r9evXyMm5n2xjomNRWxMDGLjYpEQH58r2SQSCYyMjWFsZAwjY2OYmZnBtmBB2NnZomDBgrC1/fRXc3NzFnUiIiJKh+d0f6OMziv28fHBpk2bAAAymQyOjo5o06YNpkyZAmNj47Tt9u7diyVLluDWrVtQq9VwdXVFu3btMHjwYFhYWKRtl5iYCHt7e0gkEoSGhsLQ0DDd/v69mJtCoYCzszN69+6N0aNHf/ZNn0qlwqRJk/C///0PT548gZmZGerXr49Zs2bB3t7+k+0FQUCTJk1w7Ngx7N+/H61atfri6xIaGopx48bh6NGjSExMRLFixbBu3Tq4u7sDAObOnYs//vgDADB+/HiMGDEi7bHXrl3DwIED4efnBz09vc/ug+d0E+Udb9++xcOHD/Hw4UM8fvz4X6U67EOxfgWNRpO2vZ6eHgpYWMPC2hamBSxhaGwCQyMTGBoZw8jYBIZGSiiMlTAyUsLQWPn+PmMlDI2MYaAwgkQiSfsC/v/3EqkUEkgAiQQSyfufIxq1BsnJiUhKiEdSUgKSExOQmBiP5MSEtD8nJcYjKTEByUkJiI+NwduoCMRER+BtVASi37xGclJiuuOVy+WwtikI24IFUaiQA4oWLZruy8nJ6Ys/34iIiCj/4Uh3NvP29saGDRugUqlw4cIF9OnTB/Hx8VixYgUAYOLEiZg9ezZGjBiBGTNmwN7eHkFBQVi5ciW2bNmCYcOGpT3X3r17UaZMGQiCgH379qFr166f7G/q1Kno27cvkpKScPLkSQwYMACmpqbo169fhvkSEhJw8+ZN/PLLLyhfvjyio6MxfPhwtGjRAtevX/9k+4ULF2Z61CY6Ohqenp7w8vLC0aNHYWNjg8ePH6NAgQIAgICAAPz66684fPgwBEFAs2bN0KBBA5QpUwYqlQr9+/fH6tWr+YaUKI9JSkrC48eP08r1w4cPcf/+Azx8+BCRkRFp25lb2sDSxg7mlgVh6VgKbpW8YGFlC3NLG5hb28LC6n3Rzs2fAYbGSsDC+pseKwgCkhLiER31Gu8+lPD3v0bgbdRrvHj9EjduH0D4yxCoU1MBvC/lzi6F4eZWFG5Fi8LNzS2tkDs7O0Mul2fn4REREZEW4Ej3N/rcSPfbt29x4MCBtNv69u2Lw4cPIywsDH5+fqhWrRoWLlyYrlx/9Pbt27SCCgBeXl7o1KkTBEHA7t27cfr06XTbu7i4YPjw4Rg+fHjabe7u7nBxccHevXszfSz+/v6oWrUqnj17Bicnp7Tb79y5g2bNmsHf3x92dnZfHekeP348Ll26hAsXLmR4/+7duzF//nxcvXoVAFCtWjWMHj0a7du3x4wZM/Dq1SssWrToq3k50k0kDkEQ8PTpU9y4cQM3btzArVu3cf/BAzwPeZb2b9JYaQJ7pyKwcywCe0dX2DsXgb1jEdg5usLQyPgre8ifUlNViAwPRdiLpwh/8RRhL4IR/uIpXoUGIzz0GVSqFACAvr4+Spcug0qVKqJixfdf5cqVg1KpFPkIiIiI6HtwpDuHGRoaQqVSAQC2bdsGpVKJgQMHZrjtvwv348ePceXKFezbtw+CIGD48OF48uQJXF1dM3ysIAg4d+4cAgMD4ebmlqWM7969g0QiSbf/hIQEdO7cGUuXLoWtrW2mnufgwYNo1KgR2rdvj3PnzsHBwQEDBw5E3759AQBly5bFw4cPERISAkEQ8PDhQ5QpUwaPHj3Cxo0bcePGjSzlJqKcIwgCHj9+nFawr1+/gZu3buLd27cAACsbO7i4lUGlmk3QzKko7J1cYe9UBGbmVjyn+T9kMjlsC7nAtpALAK9096nVarx5/RLhL4LxPPgBnj74B2cuXMOmzZuRqlJBIpGgqFsxVKpYIa2IV6xYEdbW3zY6T0RERLmPI93fKDMj3X5+fmjSpAnq1auHXbt2oUmTJggNDcWdO3e++vwTJ07EvXv3sH//fgBAq1atUKZMGUybNi1tGxcXF4SFhUEulyMlJQUqlQoKhQKnTp1CjRo1MnUcSUlJqFmzJkqUKIGtW7em3d6vXz+o1WqsXbs27Xi/NtKtUCgAACNHjkT79u3h5+eH4cOHY9WqVejevTsAYOXKlViwYAEAYMSIEejfvz/q16+PwYMHIzU1Fb/99hvkcjkWLVqE2rVrZ7gfjnQTZb+wsDBcuHAB/v7+aQU75t07AIC1rQNci5WDa4lycC1eFkVKlEeBb5ySTZmjUqXg+ZMHePowAE8e/oPgoH8QHHQXiQnvF5Gzt3dAlapVUKd2bdSqVQsVKlSATMbP0YmIiLQR/4fOZocPH4ZSqURqaipUKhVatmyJJUuWAHg/cpSZESC1Wo1Nmzalm2rdrVs3jBgxAlOmTEl3vuOYMWPg4+ODiIgITJw4ET/88EOmC7dKpUKnTp2g0WiwfPnytNsPHjyI06dP49atW5k9bACARqNB5cqVMWPGDABAxYoVcffuXaxYsSKtdPfv3x/9+/dPe8zGjRthYmICDw8PFC9eHP7+/njx4gU6deqEp0+fwsDA4LP7O3jwIP75558sZSTdpKenhx49emR61oYuePnyJc6dO4dz587h9JmzCHr4AABQ0M4RLsXKolmnAXAt/r5ks2DnPrlcH67Fy8K1eFnU+3CbRqNBeGgwnj4IwNOH/yDo7g0cnfAzUpKTYKxUwrOGJ+rUqY3atWujSpUqX/z5SURERLmHpTubeXl5YcWKFZDL5bC3t0+3KE6xYsVw8eJFqFSqLy6W4+vri9DQUHTs2DHd7Wq1GsePH0fjxo3TbrOyskpbhGfv3r0oWrQoqlevjvr1638xp0qlQocOHfD06VOcPn0apqamafedPn063QJoH7Vt2xa1atXC2bNnM3xOOzs7lCpVKt1tJUuW/Oz55ZGRkZg6dSrOnz+Pa9euoVixYnBzc4ObmxtUKhUePnyIsmXLfvYYNm3ahIsXL37xOImA96dQnD17FkePHhU7imhevnyJs2fP4ty5czhz5iyCgh4CAJwKF0PJCtXR/McRKF2xBswtbUROSp8jlUrfnyfv6ArP+i0BAKqUZDwKvIN7t68i8PYVTJ8xExMnToSBgQGqVaueVsKrV6/Oc8OJiIhEwtKdzYyNjVG0aNEM7+vSpQsWL16M5cuXf3EhtXXr1qFTp06YOHFiuvtnzZqFdevWpSvd/2Zubo4hQ4Zg9OjRuHXr1hcvG9ahQwcEBQXhzJkzsLS0THf/+PHj0adPn3S3lS1bFgsWLEDz5s0/e+yenp548OBButsePnwIZ2fnDLcfPnw4RowYgUKFCsHf3z/t3Hfg/bV71Wr1Z/cFIEuLxZFu+/PPP9PWGqhTp47YcXLFu3fv4Ovri5MnT+LMmbN49CgIAODkWhwlK3igRfdRKF2pBkex8zi5vgFKlq+KkuWrAj2GQp2aiuDH93Dv1lXcu30Vi5Ysw++//w49PT1Uq1YdTZo0RuPGjVGhQgVIpVKx4xMREekEntP9jTK7evl/jRs3DvPmzcPIkSPRunVr2Nvb49GjR1i5ciVq1qyJLl26wMHBAQcPHoS3t3e6x544cQJNmzZFaGgorK2tM1y9PCIiAk5OTtiyZQvatWv3yf5TU1PRtm1b3Lx5E4cPH0bBggXT7rOwsIC+vv5nj/e/53TXq1cPrVu3xuDBgwG8XwW9Ro0amDJlCjp06AA/Pz/07dsXq1ev/uRyZydOnMCkSZNw5coVSKVShIaGomjRoti3bx+eP3+On3/+Gc+fP//k2uQfs/CvLWWFIAioUqUK9PX1cenSpXy70NeTJ09w6NAhHDx4COfPn0NqaiocCxdD6Yo1UKZSDZSq6MGSrWMEQcCL4Ie4d+sqbvudQ8D180iIj4ONTUE0buwNLy8vtGjRAubm5mJHJSIiyrc40p3LZs+eDXd3dyxbtgwrV66ERqNBkSJF0K5dO/To0QPr1q2DsbEx6tWr98ljvby8YGJigi1btmDkyJEZPr+1tTV+/PFH/Pbbb2jTps0nIxkvXrzAwYMHAQAVKlRId9+ZM2dQt27dTB/L48ePERkZmfbnKlWqYP/+/ZgwYQKmTp2KwoULY+HChZ8U7sTERAwePBi7du1Ky+fg4IAlS5agZ8+eMDAwwKZNmzIs3ETfQiKRYObMmWjYsCEOHz78xRkbeYlarca1a9dw8OBBHDx4CIGB9yCX66OMuyd6DpsKd88GsLFzFDsmiUgikcCxcHE4Fi6ORm16QKVKwYMAf9y8chpnL5zEpk2bIJVKUbN2bbRu2RLNmzdHkSJFxI5NRESUr3Ck+xtxtFU8fO3pWwiCgHr16iEiIgK3b99OtyBhXhIbG4vjx4/j0KFDOHz4CN68iYSZuSUq1aiPKjUbonyVOjA05rm79HW3r53F1OGdoCzfGJq4CCQ9uwNNqgrFSpREm1Yt0b59e1SsWDHfzgwhIiLKLSzd34jFTzx87elbXbt2DdWrV8eWLVvQrVs3seNkWlJSEo4cOYKtW7fhf/87gpSUFDgXKQH3Gg1QuWZDuJWulGc/RCDxrJ0/Eb4HtsB++J+QSqXQpCQiKfgWEoL8oHrqj5T4d3At6oYfu3ZB586dUbx4cbEjExER5Uks3d+IxU88fO3pe7Ru3Rp37tzB/fv3P7uGgTZQq9U4e/Ystm7dir379iE2JgZuJSvAs0ErVK3dGLYOGS9QSJQZgiCgX+vKeKvWg0Pv5Z/er1EjKfg24gPPI/nRFaQmJaBs+Qr4sWsXdOrUCY6OPG2BiIgos1i6vxGLn3j42tP3uHv3LsqWLYslS5Zg0KBBYsdJRxAE3Lx5E9u2bcOOHTsRHh4Gu0IuqNWwDWo1bAMH54yvjECUVS+CgzC0cy2YenaGec2uX9xWSE1B4uPrSLh/DomP/KFJTYFHDU9069oF7du3h7U1F+cjIiL6Epbub8TiJx6+9vS9fHx8cOzYMTx+/BjGxsZix8GjR4+wfft2bNu2HQ8fPkABC2t41m+J2g3boGgpnlNL2e/AtuXYsnwa7AdtgczILNOP0yQnICHoChIDzyMx+DYkkvdXsujRvTvatm0LhUKRg6mJiIjyJpbub8TiJx6+9vS9goODUaxYMUyZMgUTJkwQJUNycjL+/PNPrFixEpcuXYShkTGq1m6M2o3aolzlWtCT8eISlHMmDWiFB0H3UWjw1m9+DnXCOyQ8uISk++eREPIPzAqYo1dPH/Tr14/nfxMREf0LS/c3YvETD197yg7Dhg3Dpk2b8OTJE1hYWOTafp88eYJVq1Zh3br1ePMmEmXdPdGg5Y+oUqshDBRGuZaDdFd8XAx6NCoJRXFPWLcYmy3PqYoKRdwdXyTePQVV/DvUql0HAwf0R+vWrWFgYJAt+yAiIsqrWLq/kYuLC549eyZ2DJ3k7OyM4OBgsWNQHvf69Wu4urpi8ODBmDVrVo7uS61W48iRI1i+fAWOH/eFkdIEdRt3RKPW3VHIxS1H9030X5dPHcTcST+hYLc/oHAoma3PLaSmIOHhZSTc8UVCSADMLSzRp3cv/PTTTyhalGsSEBGRbmLpJiKd9csvv2Du3Ll4/Pgx7O3ts/35w8PDsXbtWqxatRovXjxH0ZIV0Kh1d9Rs0Iqj2iSaxVOH4OLpw3AYvidH95MSGYK428eQdO80VIlx+OGHehgwoD9atmwJuVyeo/smIiLSJizdRKSz3r17B1dXV3To0AErVqzIlucUBAEXLlzAkqVLcWD/fujJ5KhZvxUatemBoiUrZMs+iL6VRqOBj3cppCgLwq77vNzZpyoZCQ8uIuHOMSS+CIS1TUGMHDEc/fv3R4ECBXIlAxERkZhYuolIp82dOxcTJkxAYGDgd01/1Wg0OHToEGbOnIVr166ikHNRNGzdA3Ubt4fStED2BSb6Dg/v3sT4Pk1g3qA/TCs1y/X9p0QEI/bGQSTcPQOFgT4G9O+P4cOHo1ChQrmehYiIKLewdBORTktMTISbmxtq166N7du3Z/nxKSkp2L59O2bPnoP79wNRqkJ1tP5xMCp51OOlvkjr7Fg9G/s2L4H98N2QyvRFy5EaF4XYG4eQeOcoNKokdO3SFWPGjEaZMmVEy0RERJRTWLqJSOetWbMGP/30E27duoUKFSpk6jFxcXFYu3Yt5s6dh9DQF6haqxFadRuMEuWq5GxYou8w4kcvvHj9BoUGrBc7CoD31/2Ou+OLhJsHkfwuAo2bNMH4ceNQq1YtfmhFRET5Bks3Eem81NRUlCpVCm5ubjhy5MgXt42MjMSSJUuweMkSxMbGolaD1mjVbRCcXEvkUlqibxMVEY4+LSpAWbEpLBsOEDtOOoJahfjA84j334+k18GoXKUqJowfh5YtW0JPT0/seERERN+FpZuICMDu3bvRsWNHnD9/HrVq1frk/pCQEMybNw9r1qyBAAnqNe+C5p36wcbOUYS0RFl34uA2rJg5CvY/rYHc3E7sOBkSBAFJT64jzn8fEp4FoEhRN0z7fSo6dOgAqVQqdjwiIqJvwtJNRIT3C6FVrlwZ9vb2OHz4cNrtYWFhmD59OlavXg1DIyW82/VCk3a9YFrAUsS0RFk3c2wP3Lp+CQ5Dd4odJVOSXz5AzJWdSHjkj9JlymLmjOlo1qwZp50TEVGew9JNRPTBw4cPcf/+fbRo0QJv3rzB7NmzsXTpUujJ9NGy6yA0ad8bhkbGYsckyjJVSjJ+bFgcUruSKNjxd7HjZElyaCBiLmxBwrO/UblKVcyaOQP16tUTOxYREVGmsXQTEf1LTEwM5s+fj3nz50Ot1qBZx5/QonN/GJuYiR2N6JvdvnYWU4d3glWrCTAu7il2nCwTBAFJz+4g9uIWJIY+QO26dTFrxgx4eHiIHY2IiOirZGIHICLSBsnJyVi1ahWmTv0dsXFx8G7jg9Y/DoaZuZXY0Yi+243LJ6En14ehW94sqRKJBIYuFaBwLo/ER37wu7gFNWrUQJOmTTFj+nSUL19e7IhERESfxZFuItJpGo0GO3fuxMSJkxAS8gxeTTuhY5/RsLKxFzsaUbYQBAH9WlfG21Q9OPRZLnacbCEIGiQEXkDc5e1IehOKDh06YNq0aXBzcxM7GhER0Se4FCgR6axTp06hUiV3dO3aFTZOxbFg6xkM+nk+CzflK6HPHiHyVSiMitcQO0q2kUikMC5VBzY9l8HCewj+8j2DUqVKY8yYMYiJiRE7HhERUTos3USkc0JCQtCuXXvUr18fyRoZpq88iPGzN8KxcHGxoxFluxuXT0IilcLEvbnYUbKdRE8Gk/KNYNN7JYyrd8CCxUtQpKgbNm3aBI1GI3Y8IiIiACzdRKRDkpKSMH36dJQoUQJnzp3HsN+WYfqqQyhZvqrY0YhyzPWLx6FnaAqZUf5dDFAqN0ABz86w7b0SSVYl4OPjg6rVqsPPz0/saERERCzdRKQbjhw5gtKly2Dyb7+hYWsfLN55CXUateU1fylfi4+LQeAdP+g7lhU7Sq6QmVrDssVYFOwyC/devEG1atXg49MT4eHhYkcjIiIdxtJNRPnao0eP0LRpMzRr1gwmVg5YsOU0egyZDCNjE7GjEeW4O9fOQqNRw8S9hdhRcpXCsQysf1wAi4YDsf3P/Sjq5oa5c+ciJSVF7GhERKSDWLqJKF+Kj4/HpEmTULp0aVy/eQdjZ67Drwt3oZBLMbGjEeWaG5dPQmZgCEWhkmJHyXUSqR5MKjZBwd4rIS3uhbHjxqNk6TI4evSo2NGIiEjH8JJhRJSvCIKAffv2YfjwEXj9+jVadh2INt2HwEBhJHY0olyl0Wjg410KKcqCsOs+T+w4okuJCMa702uQEHwHHTt2xJIlS2BtbS12LCIi0gEc6SaifCM8PBytW7dBu3btYOtcAgu3nUPnn8axcJNOehR4G3Gxb2Fc2kvsKFpB39oFVh2mwbLZKOw7fAzFipfA9u3bwbEHIiLKaSzdRJTnCYKALVu2oGSpUjh34RLGzFiLn+dugW0hF7GjEYnmxqUTkOrJoCzfUOwoWkMikUBZ2gsFey5Dqm0ZdO3aFc2aN8eLFy/EjkZERPkYSzcR5WmhoaFo3rwFunfvjnJVvLBw21l4eDUTOxaR6Pwv+EKqtIBUpi92FK2jZ1wAli3GwrrNLzh54SpKlCyJVatW8dreRESUI1i6iShPEgQBGzZsQKnSpXHlmh/Gz9mE4VOWw7SApdjRiEQXFRGO4Ef3oHCtLHYUrWbkVg0Fey6DpEgN9O/fH3W9fsCjR4/EjkVERPkMSzcR5TnPnz+Ht3dj9OrVC+6ejbBw23lUrdVI7FhEWuPGlVMAANMqrcQNkgdIFUpYeg+FTcdp8At4iDJly2HevHlQq9ViRyMionyCpZuI8gxBELB69WqUKl0aN2//jYnztmLIL4uhNC0gdjQirXLj4gnIFErIze3FjpJnGLpUgI3PEuiXaYjRY8agWnUPPHjwQOxYRESUD7B0E1Ge8OLFCzRo0BD9+vVDtbrNsWDbObjXqC92LCKto0pJxm2/s5DZuokdJc+R6itgUa8vbLv+gbvBYahQsRLWr1/PFc6JiOi7sHQTkdY7dOgQypevgDsBd/HLgh0Y9PN8GCtNxY5FpJXu3rqClOQkKMt7ix0lzzJwKAHrHxdC5lYTvXv3RseOHREdHS12LCIiyqNYuolIayUnJ2P48OFo0aIFipRyx7zNp1CxOq85TPQlNy6fhJ5cH4bFPMSOkqdJ9RWwbDwUVi3H48DhoyhbrjwuXrwodiwiIsqDWLqJSCs9fPgQ1at7YPnyFeg9chrGz9kEEzMLsWMRaTVBEOB3/hgkpgUhlfK/+OxgXKImbHwWI1piijp16uC3335Damqq2LGIiCgP4f/IRKR1Nm/ejIqVKiEiOgYz1xxB0/Z9IJFIxI5FpPVehjxGRPgLGBX3FDtKviIztYFVpxkwqdEZU6f+jlq16+DZs2dixyIiojyCpZuItEZsbCy6d++OHj16oFqdppiz/jhci5cVOxZRnnH90glIpFKYuDcXO0q+I5HqoYBnZ9h0mYVb9x+jTLly2LVrl9ixiIgoD2DpJiKtcPPmTVSq5I4/9+7DsMlLMeSXxTA0MhY7FlGecv3icegZmkJmZCZ2lHxLUagUbLovAhwqoFOnTujZsycSExPFjkVERFqMpZuIRCUIAhYvXozq1atDkBnij40nUMe7ndixiPKc+LgYBN7xg74jZ4fkNKlCCYvmY2DZeBi2bNsBjxqenG5ORESfxdJNRKJJTExE9+7dMWzYMDRq0xMzVh2CvaOr2LGI8qQ7185Co1HDxL2F2FF0gkQigbJcA9h0nYP7z16iYiV3nDlzRuxYRESkhVi6iUgUL168QK1atbHnz70YMWUFeg2fCrm+gdixiPKsG5dPQmZgCEWhkmJH0Sn6BYvAutt8JJs6on6DBliwYAEEQRA7FhERaRGWbiLKdZcuXYK7e2U8Dw3H9JUHUatha7EjEeVpGo0G/hdPQGrhJHYUnaRnZAar9lOgdG+JkSNHomvXbkhISBA7FhERaQmWbiLKVatXr4aXlxesHVwxa91Rrk5OlA0eB95GXEw0jEt7iR1FZ0mkejD36gWrFmOxe+8+VKvugadPn4odi4iItABLNxHlipSUFPTv3x/9+vVD/RbdMHnxbhSwsBY7FlG+cP3SCUj1ZFCWbyh2FJ1nXLI2bLr+gaDQCFSs5I4TJ06IHYmIiETG0k1EOe7169eoV68+1q1fjwET5qHv6JmQyeRixyLKN/wv+EJqbAGpTF/sKARA36YwrLvNh8rCFd7e3pgzZw7P8yYi0mEs3USUo27cuAF398q4G3gfU5fuQ4MWXcWORJSvREW+QvCje1C4VhY7Cv2LnqEJrNr+CmXVthg3bhx8fHoiJSVF7FhERCQClm4iyjH79u1DzZo1YWhqidnrfVGiXBWxIxHlOzcvnwIAmFRpKXIS+i+JVA/mdXrAqvlobN22DY2bNEFMTIzYsYiIKJexdBNRjli2bBnatWuHyjUb4fflB2BlYy92JKJ86frF45AplNC3cBA7Cn2Gcam6sG4/FecvX0MNz5oIDQ0VOxIREeUilm4iylaCIODnn3/G4MGD0azjTxg+ZQX0DRRixyLKl1QpybjtdxYyWzexo9BXKJzLwbrzbDx68QpVqlZDQECA2JGIiCiXsHQTUbZRqVTw8fHBzJkz4TP0N/QcNgVSKX/MEOWUu7evIiU5Ccry3mJHoUzQt3aGVZc/8FajgIenJ06dOiV2JCIiygV8N0xE2SI2NhZNmzbD9h07MGLKCrTo3F/sSET53o1LJ6En14dhMQ+xo1AmyUwsYdVpJgTrYvD2bowtW7aIHYmIiHIYSzcRfbdXr16hbl0vXLp8Gb/M34FaDVuLHYko3xMEAX7nj0JiWpAzSvIYqYERrNr8AkWpuujevTumT5/OS4oREeVjMrEDEFHeFhQUhIYNGyEmLgG/r/gLhd1Kix2JSCe8DHmMiPAXMK3RSewo9A0kejJYeA+FnqkNJk2ahKdPn2LlypWQyfjWjIgov+FPdiL6Zn5+fmjSpCkMlQUwY/Vh2Ng5ih2JSGfcuHwSEqkUJu7NxY5C30gikaCAZ2fITK2xYeMSvImKwq6dO6Gvry92NCIiykacj0ZE3+TkyZPw8vKCtUNhTF91kIWbKJf5X/CFnqEpZEZmYkeh76QsWx+WrX7GwUOH0ap1ayQlJYkdiYiIshFLNxFl2bFjx9CsWTOUKF8dkxfthomZhdiRiHRKfFwMAu/4Qd+xjNhRKJsYFa0Gq9aTcPzEKTRr3hwJCQliRyIiomzC0k1EWXLkyBG0bNkSZSvXxrhZG2CgMBQ7EpHOueN3DhqNmlPL8xlDV3dYtZ2McxcuoZF3Y8TGxoodiYiIsgFLNxFl2sGDB9G6dWtU9KiHMTPXQa5vIHYkIp104/JJyAwMoSjEhQvzG4VzOVi2m4Kr/tdRv0FDvHv3TuxIRET0nVi6iShT9u3bh7Zt26JyzYYYNW015HIu9EMkBo1GA/8LxyG14DoK+ZWiUClYdZiGW3//A68f6iEqKkrsSERE9B1Yuonoq/bs2YMOHTqget2mGDF1JWQyudiRiHTW48DbiIuJhnFpL7GjUA4ysCsGq44z8M+DR6hdpy4iIiLEjkRERN+IpZuIvmjHjh3o3LkzPOu3wrDJy1i4iUR24/JJSPVkUJZvJHYUymH6BV1h1XEGgp69QM1atREWFiZ2JCIi+gYs3UT0WVu2bEG3bt1Qu1FbDPllMfRkMrEjEek8/wu+kBpbQCrjKR66QN/aGVadZiE4PBI1a9VGeHi42JGIiCiLWLqJKEObNm1Cjx494NW0EwZNXAg9PT2xIxHpvKjIV3gadBcK18piR6FcJLdwgFWnWXgR8Rb16jdAdHS02JGIiCgLWLqJ6BN79+5Fr169UL9FVwwYPxdSKX9UEGmDm5dPAQBMKrcQOQnlNnkBW1i2n4qg4Odo5N0YcXFxYkciIqJM4jtpIkrn5MmT6NKlCzzrt0S/sXNYuIm0yPVLJyBTKKFvWUjsKCQCfSsnWLb9Dbf+DkCLFi2RlJQkdiQiIsoEvpsmojR+fn5o2aoVylTyxOBJi1i4ibSIKiUZt6+dgczWTewoJCIDOzdYtvkV5y9eQoeOHZGamip2JCIi+gq+oyYiAEBgYCC8GzeGU5FSGDNzHa/DTaRl7t6+ipTkJCjLNxQ7ColM4VgGli3H48iRI+jZsxc0Go3YkYiI6AtYuokIz549Q/36DWBmURA//7EFBgojsSMR0X/cuHQSejJ9GBbzFDsKaQHDIlVg0XQUtm7biiFDhkAQBLEjERHRZ/D6P0Q67vXr12jQoCE0Ej1MWrATStMCYkciov8QBAF+549CYlaQp31QGuOStaFJScTy5UtQoEABTJ8+XexIRESUAZZuIh0WExMDb+/GeBP9FtNWHISFVUGxIxFRBl6GPEZE+AuY1ugodhTSMiblG0FIjseMGTNgZmaGsWPHih2JiIj+g6WbSEclJSWhefMWePjoEX5ffgC2hVzEjkREn3Hj8klIpFKYVOKlwuhTplXbQJMUj3HjxsHW1hbdu3cXOxIREf0LSzeRDlKr1ejUqTOu+fnh14W74FK0lNiRiOgL/C8eh56hKWTGZmJHIS1lVqsb1PHR6N27D1xcXFC7dm2xIxER0Qc8MYxIB40bNw6HDh3EqGmrUbJ8VbHjENEXJMTHIvD2Neg7lhE7CmkxiUQCi4YDoF+oFFq0bIWgoCCxIxER0Qcs3UQ6Zt26dZg3bx56DpuKyp4NxI5DRF9x+9pZaDRqmLg3FzsKaTmJnhwWLScgWaaEd+MmiIqKEjsSERGBpZtIp5w9exb9+/dHo9bd0aR9b7HjEFEm3Lh8EjJ9BRSFSosdhfIAPYUSFm1+xfPwCLRs1RopKSliRyIi0nks3UQ64tGjR2jTti1KVfRA75HTIZFIxI5ERF+h0Wjgf+E4pJZOYkehPERubgeLVj/j8pUr6Nv3J17Dm4hIZCzdRDrg7du3aNasOYxMzDF62hrIZHKxIxFRJjy+fwdxMdEwLu0ldhTKYxSFSsOi8TBs3rwJM2fOFDsOEZFO4+rlRPlcamoq2rfvgJdh4Zi59n9QmhYQOxIRZdKNSycg1ZNBWb6R2FEoDzIuVReqqJeYOHEiihQpgo4deZ13IiIxcKSbKJ8bOnQozpw9g9Ez1sLe0VXsOESUBf4XfCE1NodUpi92FMqjzDw7Q1mqLn7s3gNXrlwROw4RkU5i6SbKx5YtW4YVK1bgp9GzUNa9pthxiCgLoiJf4WnQXShcq4gdhfIwiUQCi8ZDIS9YBM1btMSLFy/EjkREpHNYuonyqePHj2PYsGFo3qkfGrTsJnYcIsqim5dPAQBMKrcQOQnldRKZPixaTUScCmjbrj1XNCciymUs3UT5UEhICDp17ozyVeug++BfxY5DRN/g+qUTkCmMoW9ZSOwolA/oGZnBvPk4XL9+HWPHjhU7DhGRTmHpJspnUlJS0L59B+gbGGPY5GXQ09MTOxIRZZEqJRm3r52BzLaY2FEoHzFwKAEzr95YtGgRdu3aJXYcIiKdwdJNlM+MHTsWN2/dxMjfV8HEzFzsOET0De7dvoaU5CQoyzcUOwrlMyaVmkFZsjZ69uqNwMBAseMQEekElm6ifGTv3r1YtGgRfIb8BrfSlcSOQ0Tf6PqlE9CT68OwmKfYUSifkUgkMPceAsHYEq1at0FcXJzYkYiI8j2WbqJ84tGjR+jZqxdq1GuOxu16iR2HiL6D/4VjkJgWhFTK/6Yp+0n1DWHRcgKeBIegT58+EARB7EhERPmaTOwARPT9EhMT0bZtO5gWsMLACfMhkUjEjkSU49SpqXgXHYnoN6/wLjoSGrUaggAIEABBgEajASBAEN5/4cOv7+9H2u1GxkoUsLRBAQtrmFlYQy4X95rYL0Me43XYc5jW6ChqDsrf5JaOKNBoCHbtmo2aNWti8ODBYkciIsq3WLqJ8oGhQ4fi/oMHmLX2fzAyNhE7DtF3UavViHn7BlGR4YiOCEdU5CtEv3mFqIhXiI4Mx9uo14iODEf0m4gPxTp7mZgWgLmlDcw+lPACFu8LeQFL6/e/WtiggKUNzApYQk+W/f+N3rh0EhKpFCaVeKkwylnGJWshOTQQI0aMhLu7Ozw8PMSORESUL7F0E+VxW7Zswdq1azHo5/lwKVpK7DhEmabRaBD+4imePAjA4/t38OTB33gZ8hhvoyKgVqvTtpNKpbCxKQg7e3s42NuhUulqsLe3h729Pezs7GBvbw8bGxvIZDJIJBJIJBJIpdK033/u6+PU7Xfv3uHVq1cIDw9HeHh42u9fvXqFsLBwBN15gNevXiE6OipdfrlcH05FSsDFrQxci5WBi1sZuLiVhqGR8Xe9Ln4XfaGnMIHM2Oy7nocoM8y9eiL1VRDatG2Hv+/chrW1tdiRiIjyHYnAE3mI8qy7d++iatWqqFa3GQZPWsRp5aS1NBoNwp4/weP7f+Pxgzt4+iAATx8GID4uFgDg5OSMypXdUbp0aTg4OKQr1R8LtdhSUlLw+vXrtHL+9OlT3Lp1C7du3cbdu/9ApVJBIpHAwckVzm5lULhYGbgWKwsXt9IoYJG5IpMQH4vuDUtAUcwD1i3H5/AREb2XGhOJ15uHoaFXLRw6eJD/lxARZTOWbqI8KjExEZUquSNRBcxaewQGCiOxIxEBeF+wX4Y8xuMHf+PJ/b/x5MHfePowAAnx71dJdnEpjMqV3VGpUiW4u7//1crKSuTU3yclJQX37t37UMJv4ebNW7h95zbiP6wMbWltC5diZVDYrSxci5dF6YoeGV7S78qZw/jj5z4o2GU2FI6lc/swSIclBF1FxL5pWL16Nfr27St2HCKifIWlmyiPGjFiBJYvX4E/Nh6HY+HiYschHZcYH4fbfmdx/eJx3LpyGm+jIwEALoVdUaWyO9zd3dMKtoWFhchpc4dGo8Hjx49x69Yt3L59Gzdvvi/kr1+/gkQigVupCihftS4qVPNCsdKVoCeTYem04Th/4gAcRvwpdnzSQW+OLob60SX8fec2ihYtKnYcreDi4oJnz56JHUMnODs7Izg4WOwYRDmCpZsoDzpz5gx++OEH9Bw2Fc07/SR2HNJRr8Oe4/rF47h+6QTu3rwMlSoFpUqVRosWzVGvXj24u7vD3PzT0VxdFxISghMnTsDX1xcnTp7E2+hoGCtNUMa9Fv65cREqYxvY+SwUOybpIE1yAl5vHoZyRZ1w+dJFrTitQ2wSiYSXVMslfK0pP2PpJspj3r17h7Jly8HMuhB+W/Inr+NLuUaj0eBR4G34X/DFjUvHEfwoEHK5HLVr10GLFs3RrFkzuLq6ih0zT1Gr1bh+/Tp8fX1x7NgxXL9xA6qUFBg5FId+kWowcvOAzLIQz7GlXJP0IhCvt4/D1KlTMGnSJLHjiI5FMPfwtab8jKWbKI/p2bMndu/5E/O3nIaNnZPYcSifS0qMxx2/87h+8ThuXjmF6DevYW5ugaZNm6B58+Zo1KgRzMy4ynZ2iYqKwv/+9z/s338AR48dRWJCAhRWhaDvWhWGbh4wcCjBAk45Lvr8FsT778XVK1dQuXJlseOIikUw9/C1pvyMpZsoDzlw4ABat26NQRMXoF6zzmLHoXxKEAT8c/MSfPdvwvULx5GSkozixUugRYvmaN68OTw8PDjtNBckJSXh1KlTOHDgAPYd+AtRkRFQWBWCYdlGMC5bD3qGpmJHpHxKUKciYvsYOBhLcOf2LRgZ6e5CnSyCuYevNeVnLN1EecTr169RunQZuJashHGzN3K0i7JdfOw7nPnfbpw4sBnPg4NQvHgJ9OnTGy1btoSbm5vY8XSaWq3G+fPnsXr1Gvz5558QIIGieA0oy3vDoFBp/jygbKeKfI5Xm4ejX9/eWLZsmdhxRMMimHv4WlN+xpNBifIAQRDQt+9PUKk16D9+Lt9gU7Z6FHgby6aPQJ8WFbB56RRUr1oRZ86cQWDgPYwePZqFWwvo6enBy8sLO3Zsx8uXoZg5YxqsE5/j1fbxeL1xMGKuH4Q6KU7smJSPyK0cYVrHB8uXL8exY8fEjqNVfHx8IJFI0L9//0/uGzhwICQSCXx8fL55ewAIDw/HkCFD4OrqCgMDAzg6OqJ58+Y4derUZ3OtWbMGtWrVgrm5OczNzVG/fn34+fl9dvuZM2dCIpFg+PDhXz3m5ORkTJw4Ec7OzjAwMECRIkWwfv36tPtPnDiBYsWKwczMDD169EBKSkrafe/evUOxYsUQEhLy1f0Q5Vcs3UR5wObNm3Hw4F/oN/YPFLCwFjsO5QPJSQk4dWg7xvXyxthe3nh45xJ+mTQRz58/x+5du1C3bl1+uKOlrK2tMWbMGDwOeogTJ06gaa3KiDm3HmHLeyDyyAIkh97naBFlC5NKTWHkWgnde/ggMjJS7DhaxdHRETt37kRiYmLabUlJSdixYwecnD5dbyUr2wcHB8Pd3R2nT5/GnDlzEBAQgGPHjsHLywuDBg36bKazZ8+ic+fOOHPmDK5cuQInJyc0bNgQoaGhn2zr7++P1atXo1y5cpk63g4dOuDUqVNYt24dHjx4gB07dqBEiRIA3i+y2bVrV/Tv3x+XL1+Gn58f1qxZk/bYcePGoX///hm+LkS6giflEWm5Z8+eYcjQoajbuD2q120idhzK414EB8F3/yacPbobCXGxaNTIG/NmT0WTJk2gp6cndjzKAqlUivr166N+/foIDw/Hhg0bsHzlKrzYOhqGBV1hWK4RjEt7QWqgu+fj0veRSKQw9x6G1xsGYdSo0di0aaPYkbRGpUqV8OTJE+zbtw9du3YFAOzbtw+Ojo4ZXsUhK9t/HP328/ODsbFx2u2lS5dGr169Pptp27Zt6f68Zs3701FOnTqF7t27p90eFxeHrl27Ys2aNZg2bdpXj/XYsWM4d+4cnjx5AgsLCwDvr1/+UWRkJCIiIjBw4EAoFAq0aNEC9+7dAwBcunQJ169f1+lTFIgAjnQTaTVBENCnT18ojEzQe8TX/2MkyohGo8GVM4cxeXBbDO1cC9dO/4XBAwfg8ePHOHr0f2jevDkLdx5na2uLCRMm4NnTJzh69CgaVC+Lt6dX4+Xy7nhzfAVSY9+IHZHyKJmJJUzq9MTmzZtw+vRpseNolZ49e2LDhg1pf16/fv0XS3Fmto+KisKxY8cwaNCgdIX7owIFCmQ6X0JCAlQqVVpR/mjQoEFo2rQp6tevn6nnOXjwICpXrow5c+bAwcEBxYoVw+jRo9NG7a2trWFnZ4fjx48jMTERFy5cQLly5ZCSkoIBAwZg5cqV/D+GdB5Huom02I4dO3Dy5AlMnLcVxia8LBNljUajwbVz/8PudfPw7HEgatashe3bt6NNmzYwMDAQOx7lAKlUCm9vb3h7eyM0NBTr1q3D/AULEf7PSRhXbArTam2hZ8SfJZQ1ynINkHTvDPr+1A93/wmAQqHItX2r1WrExsbm2v6kUilMTTN3ZYAff/wREyZMQHBwMCQSCS5duoSdO3fi7Nmz37z9o0ePIAhC2tTt7zF+/Hg4ODikK9c7d+7EzZs34e/vn+nnefLkCS5evAiFQoH9+/cjMjISAwcORFRUFNavXw+JRILdu3djxIgRGDZsGJo0aYJevXph5syZqFevHgwNDeHp6YnIyEgMGTIEgwcP/u5jI8prWLqJtFR0dDSGDx8Bjx+awb1G5j6NJgLez5Dwv+CLXWv/wNOgu2jQoCF2bl2P6tWrix2NcpGDgwN+/fVXDBs2DPPnz8fcefMQ/vcxGFdqCdOqrSA1+HQUjSgjEokUBRoMQvDGIZgxYwamTp2a4/vUaDTYtm0bfv75Z7x48SLH9/dvO3fuRMeOHb+6nZWVFZo2bYpNmzZBEAQ0bdoUVlZW37X9x/UYvndNjTlz5mDHjh04e/Zs2ockz58/x7Bhw3D8+PEsfXCi0WggkUiwbds2mJm9/9Bu/vz5aNeuHZYtWwZDQ0PUrFkzXZF/+PAhtmzZglu3bqF27doYPnw4vL29UaZMGdSuXTvT55IT5Rcs3URa6ueff0Z8QgJ6Dftd7CiURwiCgBuXT2L3url4FHgHdet6YdO6FahVq5bY0UhEZmZmmDJlCoYMGYLZs2dj8ZKlSLh9BMZV28CkUjNI5bk3akl5l9zKESbV2mHmzFno1KkTSpUqlWP7OnfuHEaNGoUbN26gXbt26NixY64t7CiVStGoUaNMb9+rV6+0kdvMnLf8te3d3NwgkUgQGBiIVq1aZTrHv82dOxczZszAyZMn05XbGzdu4PXr13B3d0+77ePlCJcuXYrk5OQMp4Hb2dnBwcEhrXADQMmSJSEIAl68ePHJFS4EQcBPP/2EefPmQaPR4NatW2jXrh2MjIxQp04dnDt3jqWbdA5LN5EWunbtGlatWoVew3+HpY2d2HEoD3gQcB2bl01F4B0/eHrWxOrTp+Hl5SV2LNIiVlZW+OOPPzBixAj8/vvvWLN2LRJuHIRxtfYwKe8NiUwudkTScmYeHZD84AL69P0JFy+ch1SavUsDBQUFYdy4cdi/fz+qVKmCCxcuoGbNmtm6j+zm7e2ddnmszJT1r21vYWGBRo0aYdmyZRg6dOgn53W/ffv2i+d1//HHH5g2bRp8fX1RuXLldPfVq1cPAQEB6W7r2bMnSpQogXHjxn32vGtPT0/s2bMHcXFxUCqVAN6PZEulUhQqVOiT7detWwdLS0u0aNEC0dHRAACVSpX2q1qt/mx+ovyKC6kRaZnU1FT89FM/uBYvC+82PmLHIS0X9vwp/vi5Nyb81AxyIRnHjh3DhQvnWbjps+zt7bFixQo8fPAAHVs1w7vTa/BqfX/E/X0CgoZvhunzJDJ9mDYYiCuXL6W7RvP3ioqKwogRI1C6dGlcv34d27Ztw9WrV7W+cAOAnp4eAgMDERgYmKnFwjKz/fLly6FWq1G1alXs3bsXQUFBCAwMxOLFi+Hh4fHZ554zZw4mTZqE9evXw8XFBeHh4QgPD0dcXBwAwMTEBGXKlEn3ZWxsDEtLS5QpUybteSZMmJButfMuXbrA0tISPXv2xL1793D+/HmMGTMGvXr1gqGhYboMr1+/xrRp07B48WIAgLm5OUqWLImFCxfiypUrOHXqFGrUqPHV14kov2HpJtIyS5YsQUDA3/hpzGzoyTgZhTIW8/YN1s6fiKFdaiHk4R1s3LgRN2/eQKNGjXh9bcoUV1dXbN68CQEBAWji5Yk3Rxfh9YbBiA+8AEHQiB2PtJShc3koy9TDyNGj8erVq+96rpSUFCxatAhFixbF2rVrMWXKFDx48ABdunTJ9lH0nGRqaprpxdcys33hwoVx8+ZNeHl5YdSoUShTpgwaNGiAU6dOYcWKFZ993PLly5GSkoJ27drBzs4u7Wvu3LlZOp6wsDCEhISk/VmpVOLEiRN4+/YtKleujK5du6J58+Zpxfrfhg0bhtGjR8PBwSHtto0bN2Lnzp1o1qwZxowZg6pVq2YpD1F+IBE+rthARKJ7/vw5SpQsiTqNO6LvqBlixyEtlJqqwuGdq7F300JIJMDPEyZg+PDhn4w2EGXVjRs38PPEiTju6wujQqVQoNEQyK0cxY5FWkid8A6v1g9EuxZNsX37tq8/4D8EQcBff/2FMWPG4MmTJ+jTpw+mTp2KggUL5kDa7yORSMC3yrmDrzXlZ3nnY0QiHTB06DAoDJXo0m+82FFICwU/uocJfZti64rp6OnTA08eP8aECRNYuClbuLu7w/fYMZw5cwa2BikI3zQU7y7vgqBOFTsaaRk9IzOY1umFHTu2w9fXN0uP/TiC27p1a7i6uuLOnTtYtWqVVhZuIqLswtJNpCUOHTqEAwf2o+ewqTBWZn6aGuV/KlUKdq2bi7G9GsFAqsbVq1exZMkSWFtbix2N8qG6devin4C/MXb0KMRc3o6IrSORHP5I7FikZYzL/AAjl/LoN2AgkpOTv7r9ixcv0KNHD1SuXBkRERE4evQofH19051LTESUX7F0E2mBxMREDB48BBWre6FGvRZixyEt8uRBAMb19safGxZg/LhxuHnzBqpUqSJ2LMrnDA0NMXPmTPhdu4Yi1kq82jIK0ec2QqP6erki3SCRSGBWrx9Cnj3L8Nzej+Li4jB58mQUK1YMR48exfLly3Hnzh14e3vnYloiInGxdBNpgYULFyL0ZSh6j5zORbAIAKBKScb2VbMwrrc3TA3l8Pf3x++//w4DAwOxo5EOcXd3x80b1/H71ClIvHEQEZuHIenFXbFjkZbQt3KCskJjTJk69ZNF1dRqNdavX49ixYph9uzZGDp0KIKCgtC/f3/IuEgoEekYlm4ikUVERGDGzJnwbtMT9o6uYschLRB07xbG9myEA1uX4pdffoG/vx8qVqwodizSUXK5HBMnTsSdO7dRrkghvNo2DlEnVkCTnCB2NNICZjW7IEUjwaRJk9JuO3PmDNzd3dG7d2/UqVMH9+/fx6xZs2BmZiZiUiIi8XD1ciKRDR48GBs3b8HyPVdhYmYhdhwSUUpyEnatm4u/ti1H+fIVsHHjBpQrV07sWERp1Go1li1bhnHjJ0AwUMKswSAYurqLHYtEFnP9IN6eXoObN2+iZMmSsLS0RLly5TB//nxUr15d7HjfhStq5x6+1pSfsXQTiejBgwcoXbo0uvb/Ga26DRI7DonoQcB1LJ8xAq9ePsPkyZMxZswYyOVysWMRZejp06fo06cvTp8+BWWZH1Dgh77QMzQROxaJRFCn4vXGIahSyhXnzp5BZGQkrKys8sXpUi4uLnj27JnYMXSCs7MzgoODxY5BlCNYuolE1LJlK1z1v4nFOy5A30AhdhwSgUqVgu0rZ+LgjpWoXLkKNmxYj9KlS4sdi+irBEHAhg0bMGzECKikCpi3/BkGtkXFjkUiSXjkh4i9U3Ho0CE0a9ZM7DhERFqFpZtIJOfPn0edOnUwYsoK1GrYWuw4JIK3URGYO7Evgu7ewLRp0zBy5EguMER5zvPnz9GqdRvc+TsABRoOhLJMPbEjkQgEQUDkrokopEjB3X8C+LOMiOhfWLqJRKDRaFCtWnW8S1Bh5pr/QSrlmoa65vGDvzFnfE9INKnYt28vPD09xY5E9M2SkpIwYMAAbNy4ESbuzWHu1RsSPZYuXZMc/gjhm4Zj1apV+Omnn8SOQ0SkNfhOn0gEu3btwvXr/ug+eDILtw66cHw/JvZrAScHO9y4cZ2Fm/I8hUKB9evXY/ny5Ui4cxSRuydBHR8tdizKZQa2RaEsVRcTJ/2CuLg4seMQEWkNvtsnymVJSUkYP34Cqtb2RumKHmLHoVykVquxeelULJg8AB07tMeFC+dRqFAhsWMRZQuJRIIBAwbg7JkzMEp8jddbRiD55QOxY1EuM6v9I6KiozF37lyxoxARaQ2WbqJctmTJEoSGvsCPAyd9fWPKN+Ji3mLmmG44uGMl5s+fj02bNsHQ0FDsWETZrmbNmrh96ybKFy+C1zvGI+7v42JHolwkMysIZcVm+GPePLx580bsOEREWoGlmygXxcTEYMbMmajfshscnLnKr654/vQBxvdpjCf3b8PX1xcjRozIF5fSIfocBwcHXDh/Dr17+uDN0cWIOr4cgloldizKJabV2iI5JRULFiwQOwoRkVZg6SbKRUuXLkV8XDza9RgudhTKJX7nj2F8nyYwNzXGdX9/1K9fX+xIRLnCwMAAq1evxqpVq5AYcAKRuyZCHcfzvHWBnnEBGFdogoWLFiEqKkrsOEREomPpJsolsbGxmDtvHuq36ApLGzux41AO02g02L1uHmaN84F3o0a4evUKihQpInYsolz3008/4fz5czBRReP1luFIDg0UOxLlAtOqbZCUouJoNxERWLqJcs2KFSsQGxuL1j8OFjsK5bCkxHjMndgXO9f+galTp+LPP/dAqVSKHYtINB4eHrh96yYqlS6O1zsnIvGxv9iRKIe9H+1uigULF3K0m4h0Hks3US6Ij4/HH3/MxQ9NO8OqoIPYcSgHJSbEY8boH/G3/1kcOHAAv/zyCy8LRwTA1tYWZ8+cRtMm3ojcPx0JD6+IHYlymGnV1khKUWHhwoViRyEiEhXfCRLlgpUrVyL6bTTadOcod36WGB+H6SO7IDgoACeOH0fLli3FjkSkVQwMDLD3zz/Rtk1rRP41C/GB58WORDlIz9gcxuWbYD5Hu4lIx7F0E+WwhIQEzJnzB+o27gAbOyex41AOiY+Lwe8jOuH500CcPHECNWrUEDsSkVaSy+XYvn07unbpgjeH5iIu4JTYkSgHmVZrg6TkFI52E5FOY+kmymFr1qzBmzeRaNt9qNhRKIfEx77D78M7Iuz5I5w+dQrVqlUTOxKRVpPJZNi0aSN69eqJN/9bgNjbx8SORDnk36Pd0dFcvZ6IdBNLN1EOSkpKwqxZs1G7UVvYFnIROw7lgNh30ZgyrAMiwp7h9KlTqFy5stiRiPIEqVSK1atXY9CgQYjyXYqY6wfFjkQ5hKPdRKTrWLqJctC6devw+vUrtO0xTOwolANi3r7BlKHtEf06FGdOn0alSpXEjkSUp0ilUixZsgSjR49G9KnVeHftT7EjUQ7QMzaHUfnGmLdgAUe7iUgnsXQT5ZDk5GTMnDkLNRu0hr0Tr8+c37yLjsRvQ9ohJuoVzp49g/Lly4sdiShPkkgkmDNnDn755Re8PbsRby/tgCAIYseibGZWtS0SE5OwZs0asaMQEeU6lm6iHLJjxw6Ehr5AOx+Ocuc3b6Mi8NvgdkiIicK5c2dRpkwZsSMR5WkSiQRTp07FtGnT8O7iNrw9v5nFO5/RU5rDqGQdLFy0GCqVSuw4RES5iqWbKAcIgoCFCxehkscPKORSTOw4lI2iIl9h8qA2SE54h/Pnz6FUqVJiRyLKNyZOnIh58+Yh5uoeRJ9ey+Kdz5hUboGwl6HYt2+f2FGIiHIVSzdRDrhw4QLu3LmNph36ih2FstGb12GYPLgNNKpEnD9/DsWLFxc7ElG+M3LkSCxbtgyx1//CuwtbxY5D2UjfxhVGLuUxb/4CsaMQEeUqlm6iHLBw0SI4urihQrW6YkehbJIYH4fpo7pAok7BuXNn4ebmJnYkonxr4MCBmDlzJt5d2YW4f3gd7/zE2L0F/P2u4erVq2JHISLKNSzdRNksODgYfx04gMbte0MikYgdh7KBWq3Gwt8GIvLVCxw7dhRFinBhPKKcNm7cOPTs2RPRx5Yg6fk/YsehbGJYpAoUlg5YsICj3USkO1i6ibLZsmXLYGRsgrqN24sdhbLJ1uXTcOPySezetQulS5cWOw6RTpBIJFi5ciVq1qqJqAMzoIp+KXYkygYSiRSGFZvhz717ERISInYcIqJcwdJNlI3i4+OxZu1a1GveBQpDY7HjUDY4eXA7/tq+AvPnz0fjxo3FjkOkU/T19XFg3z44O9giat9UqBNjxY5E2UBZtj6k+oZYtmyZ2FGIiHIFSzdRNtq8eTNiY2LQuF0vsaNQNrh78zJWzx2Hvn37YujQoWLHIdJJ5ubmOHb0f1CoExD110wIal5uKq+T6hvCqGxDrFi5CnFxcWLHISLKcSzdRNlEo9Fg0aLFqFq7MWzsHMWOQ98p/EUw5vzcG7Vq1sKyZct4fj6RiIoUKYJDB/+C6uV9RB1bykuJ5QMmlZohLjYWmzdvFjsKEVGOY+kmyiYnTpzAgwf30bRDH7Gj0HeKj32HmWN+REFrK/z55x7I5XKxIxHpvJo1a2LDhvWI++cUYq7uETsOfSeZmQ2MitfA3PkLoNFoxI5DRJSjWLqJssnChYvgWqwMSlWoLnYU+g7q1FTM+6UfYt5G4MiRw7CwsBA7EhF90LVrV0yePBlvz29G/P2LYseh76R0b46njx/hzJkzYkchIspRLN1E2SA4OBjHjh3lZcLygfWLfkXA9QvY++efKFasmNhxiOg/Jk+ejM6duyD6fwuQ/PKB2HHoOxg4lILCyhHr1q0XOwoRUY5i6SbKBps2bYKhkTE867UQOwp9h6N7N+Don+uxbNky1KtXT+w4RJQBiUSC9evXoUpld0Ttn4bUd6/EjkTfSCKRQFGmHv7cuxfR0dFixyEiyjEs3UTfSaPRYOPGTajxQwteJiwPu+13DusXTMKwYcPQr18/seMQ0RcoFAoc/OsAbK0KcEXzPM649A9ITU3Fzp07xY5CRJRjWLqJvtP58+cRHPwUXk07ih2FvlH0m9dYOHkA6tdvgLlz54odh4gywdraGvv3/omUiGC8vcTCllfJlBYwKlIZa9auEzsKEVGOYekm+k4bN26EXSEXlCxfTewo9A0EQcCKmaNgIJdhy5bNkMlkYkciokyqVKkSpk6Zgtire5D0IlDsOPSNjMrUx62bN/D333+LHYWIKEewdBN9h9jYWOzeswd1m3TkAmp51KlDO3D90gmsXbsG1tbWYschoiwaO3YsqlarhrdH50OTnCB2HPoGhkWqQF9pjg0bNogdhYgoR7B0E32HP//8E0mJiajbuL3YUegbvHr5DBsW/YKePXuiRQsugkeUF8lkMmzfthV6yTGIPr1W7Dj0DSR6MihK1sXGTZuRkpIidhwiomzH0k30Hdav34ByVWrB2raQ2FEoi9RqNZb8PgzWVlZYuHCh2HGI6Du4urpi8aJFiPv7OBKCroodh76Bcdn6eBsdhUOHDokdhYgo27F0E32jR48e4eLFC/Bq0knsKPQNDu9ajcA717B58yaYmpqKHYeIvlOvXr3QvEULvDu+FOp4Xn4qr9G3doaRQwmsXccF1Ygo/2HpJvpGmzZtgrHSBNXqeIsdhbLo2eNAbF85EyNGjECdOnXEjkNE2UAikWDtmjUwUcgRdWwxBEEQOxJlkaJMfRz39UVoaKjYUYiIshVLN9E3SLs2d71WMFAYiR2HskClSsHS34eiaNGimD59uthxiCgb2djYYOOG9Uh45I+4O75ix6EsMi5ZCxI9ObZt2yZ2FCKibMXSTfQNzp49ixcvnuMHXps7z9mzfgGePQ7Eli2boVAoxI5DRNmsWbNm6Nu3L96dWQtVFEdM8xKpgTEUru7YtXuP2FGIiLIVSzfRN9i1axcK2juhWBl3saNQFjy8exP7tyzGr7/+Cnd3fu+I8qv58+fDsZADov+3AIJGLXYcygLDYp64eeM6nj17JnYUIqJsw9JNlEWpqanYt28/PLya8drceUhyUgKW/D4ElSq5Y8KECWLHIaIcpFQqsWPbViSHB+Hdld1ix6EsMCxSBVKZPvbu3St2FCKibMPSTZRF58+fR2RkBDx+aC52FMqCLcun482rUGzZshkymUzsOESUw6pXr46JP/+MmMs7kRIZInYcyiSpgREMC1fkFHMiyldYuomyaM+ePSho74SiJSuIHYUy6cmDABz9cz1mzpyJ4sWLix2HiHLJxIkT4eTsjHen13A18zxEUcwTfteu4sWLF2JHISLKFizdRFmgVquxZ8+fqFanCaeW5xGCIGDz0ikoVqw4Bg0aJHYcIspFBgYGWLJoIRKe3kLio2tix6FMMipaFVI9Gfbt2yd2FCKibMHSTZQFp06dQnRUJI7tWY2R3evh8K41SElJETsWfcHNK6fw9/WL+OOPOZDL5WLHIaJc1qxZMzRo2BAxZ9dBSOXP67xAqlBC4cIp5kSUf0gEzrciyrQRI0Zgx7qlaF9Cgt33UvE6XoBcTwKbQkVQx7sdmnboA0Mjpdgx6QN1aipG9aiHwo52OHPmNGcnEOmo+/fvo0zZsjCp0QVmHh3EjkOZEPf3CUQdW4zQ0FDY2dmJHYdI66nVaqhUKrFj6BS5XA49Pb1MbcvSTZRJgiDA1cUJ3tavsKKZITSCAL9QNfYFpmLX3VSEvNNAJgUsbZ3gWb8lWnYZCBMzc7Fj67TjB7Zg5ewxuH79Oi8RRqTjRo0ahUVLl8O290rITK3EjkNfoU6MReiybli6eDEGDhwodhwirSUIAsLDw/H27Vuxo+ikAgUKwNbW9qsDOyzdRJn0999/o3z58jja1QjeRdOvfi0IAv5+pcHeQBV230vFg0gN9CRAASs7VKvbBK27DYalDT+pz02JCfEY3KE6mjZuhC1btogdh4hE9u7dOxQp6obkgmVg2WyU2HEoEyL2/IrKjqY4d/aM2FGItFZYWBjevn0LGxsbGBkZcVZfLhEEAQkJCXj9+jUKFCjw1Rk5LN1EmfT777/jjxlTEDHKCAayL/9AexD5YQT8XiruhKshlQCmBaxQybMB2nYfAjtH11xKrbt2rpmDv7Ytw8OHD+Hk5CR2HCLSAqtXr0a/fv1g57MI+gWLiB2HviL29jG8PbEcYWFhsLGxETsOkdZRq9V4+PAhbGxsYGlpKXYcnfTmzRu8fv0axYoV++JUcy6kRpRJf+3fi8ZFpF8t3ABQ3EoPE2oZ4HY/YwQPU2JuAwOUNI7GmcM7MLhDDfg0Ko75v/TH06C7uZBc97x5HYa/tq/AiBEjWLiJKE2vXr1QpKgb3p3fLHYUygQjt2rQaDQ4fvy42FGItNLHc7iNjIxETqK7Pr72XzufnqWbKBOeP3+OG7fuoGVx2dc3/g/nAlKM8DDA5d7GCB2pxLImClS2jMflUwcwqns9dK9fBDPH9MC9O1dzILlu2rlmDpTGxhg/frzYUYhIi8hkMsyZPQsJT24gMfi22HHoK/SMzWFoWwS+vr5iRyHSapxSLp7MvvZZbxBEOujgwYOQ6UnQxO37/snYmUgxoIo+BlTRx5sEDQ49TMWf95Jx/LIv/C/6wshQAbcy1dC8cz9U8vghm9LrluBH93D6yE4sXrwYZmZmYschIi3TunVrVKlaDf9c2ASFczlIJBx/0GZy54o46nscGo0GUim/V0SUN/GcbqJMaNSwAdSPz+Pkj4ocef7YZAH/C0rFn4GpOPxQhaRUQGGgj8IlKqJx256oUa8F32xk0u8jOiM28gXu3bvL63ITUYbOnz+POnXqwKrFOBiXrCV2HPqCxGd38HrnRNy6dQsVKlQQOw6RVklKSsLTp09RuHBhKBTp36OGhIQgMjIy17JYWVll6ZQ+Hx8fbNq0Cf369cPKlSvT3Tdw4ECsWLECPXr0wMaNG7O07Ufh4eGYPn06jhw5gtDQUNjY2KBChQoYPnw46tWr913H+m9f+h78G0e6ib4iJSUFFy5cwNRaOTd1x8RAgo5l5OhYRo5ElQLHH78v4AcCr2H+r9ew7PdBcCxaFg1a/givph0hk/GfbkZuXT2DW1fPYP/+/SzcRPRZtWvXRpOmTXH64hYYFasOiR5/XmgrhUMp6Okr4Ovry9JNlEkhISEoXqIkkhITcm2fCkMjPLgfmKXi7ejoiJ07d2LBggUwNDQE8L7E7tix45Pnycq2wcHB8PT0RIECBTBnzhyUK1cOKpUKvr6+GDRoEO7fv/+dR5t1fOdO9BXXr19HYlIy6jgb58r+DOUStCwhR8sScqSoFTjzVI19gSr8GXgHK2bdxrq5Y2DnXBxezTrCu5UP9L/wqZou0Wg02Lr8d9SsWQstW7YUOw4RablZM2eiXLlyiL9/EcrSXmLHoc+QyOQwcCyLo8d8MW7cOLHjEOUJkZGRSEpMgGWzUZBbOub4/lRvnuPN4XmIjIzMUumuVKkSnjx5gn379qFr164AgH379sHR0RGurq7fvO3AgQMhkUjg5+cHY+P/f/9eunRp9OrV61sP87uwdBN9xdmzZ2Gi0ENFu9yf3q2vJ0GjojI0KirD8qYCLj1XY++9VOy+dx8bF/2GbUunwNrBFbUbtUGzjj/ByNgk1zNqizt+5/A06B42rj3HBUWI6KvKli2LBg0b4uKNv2Bcqi5/bmgxA5eKuHx+I+Lj49O9gSaiL5NbOsLAtqjYMb6oZ8+e2LBhQ1qRXr9+PXr16oWzZ89+07ZRUVE4duwYpk+fnuHPiwIFCuTEYXwVTxIl+opzZ8+gpqMeZFJx35DpSSWo7SzDosYKvBypxLU+xhhZXQ79mKfYueYP9Gjohv5tqmDz0t8R8/aNqFnFcGT3GlSoUBG1avH8TCLKnFEjRyIx7BGSX/DyjdrMsHAlqFQpOHfunNhRiCib/fjjj7h48SKCg4Px7NkzXLp0Cd26dfvmbR89egRBEFCiRInciJ9pHOkm+gKVSoVLly7hFw/tGgGRSCSo6qCHqg56mFlPwD+vNdgbqMLuey9xYNsyHNy+DOZWBVGlVhO06T4EVgXtxY6co0KfPcLNK6exceNGjlYRUaY1bNgQbsVL4OWNg1A4lhE7Dn2GzMIBBgUKwtfXF02aNBE7DhFlIysrKzRt2hSbNm2CIAho2rQprKysvnnbj2uEa9v7QZZuoi+4ceMG4hMSUcfFSOwonyWRSFC2oB7KFtTDb3WBh2/U2B+Yit33InFs3wYc378BpgUsUNGjPtp0HwoHZ+2eZvQt/rdnHaytbdCpUyexoxBRHiKRSDB65Aj07z8AqrfhkBewFTsSZUAikUDuXAH/O+aLRWKHIaJs16tXLwwePBgAsGzZsu/a1s3NDRKJBIGBgWjVqlW2Z/1WnF5O9AXnzp2DsYEe3O30xI6SacUs9TCupgFu/GSMZ8OVmN/QAKWU73D2f7sxpFNN+DQqhrkT++Lx/TtiR80W8bHvj23AgP4wMDAQOw4R5THdunWDqZkZYm8cEjsKfYHCpSIePXyAkJAQsaMQUTbz9vZGSkoKUlJS0KhRo+/a1sLCAo0aNcKyZcsQHx//yf1v377NrthZwtJN9AXnzp6Bp6Me5HraNUUls5zMpBhW3QCXehkjbJQSK5sqUNUqAdfOHMKYno3wY/0imD76R9y9dUXsqN/s1OEdSE1NQf/+/cWOQkR5kJGREQYNHIDEf05Ak5x7l9ehrFG4VIBEIsXJkyfFjkJE2UxPTw+BgYEIDAyEnt6XB7oys+3y5cuhVqtRtWpV7N27F0FBQQgMDMTixYvh4eGRE4fwVZxeTvQZqampuHDhPH6uljcL938VVErRr7I++lXWR1SigMMPVdhzLxm+V07gxqUTMFIoULRsFTTr2BeVPRuKHTdT1Go1jv65Hh06dICdnZ3YcYgojxo4cCBmz5mDuIATMK3MSw5qIz2FEoqCLrh8+bJol/whymtUb57nmf2Ymppm27aFCxfGzZs3MX36dIwaNQphYWGwtraGu7s7VqxY8b1Rv4lE+Hi2ORGl4+/vj6pVq+JSLyPUcMy/n0/FpQj4X1Aq9gam4tADFRJTAYW+HC4lKsK7jQ9qNmgFqVQ7J8VcO3cUs8f3hJ+fH6pUqSJ2HCLKw7p27Ya9x06jYO+VkEjzzilFuuSN7zLYJTzFwweBYkch0gpJSUl4+vQpChcuDIVCkXZ7SEgIipcoiaTE3Ju9ozA0woP7gVm6Tnd+8LnvwX+xdBN9xty5c/HrxHF4O9YY+nl0enlWJaUKOPE4FX8GpuLAfRVikgEDuR4cXEujQctuqNe8C2Qy7fkAYvKgNjDWF3DlymWxoxBRHnf9+nVUqVIF1q1/hlGxGmLHoQzE/XMKb44sQFRUFMzNzcWOQyS6LxW+kJAQREZG5loWKysrnSvcQOZLt/a8eybSMmfPnIano0xnCjcAKGQSNC8uR/PicqjUCpwNVmNfoAp77gVg1ZyxWD9vPOyci8GrSQc0btsL+l/44ZLTgh/dQ8DNy9i5c6doGYgo/6hcuTI8anjizo1DLN1aysChJADg6tWraNy4schpiLSbk5OTTpZgbaWdc0aJRKZWq3HhwnnUcdKdwv1fcj0JGhSRYUUzQ7warcSFnkYYVFmG1IgH2LR0KrrVK4xBHTywc80fSIiLyfV8R3atgb29A9q0aZPr+yai/GnUyBFICAlAcvgjsaNQBmQF7KBvbIYrV/Lu4p9EpJtYuokycOfOHcTExqOOM8/rAwA9qQQ1nWRY4K3AixFK+Pc1xpgachjGPcPu9fPQo1Ex9GtdGRsX/4a3URE5nudddCQuHN+HwYMHQS6X5/j+iEg3tGrVCoWcnBF3/S+xo1AGJBIJZPYlcPHiJbGjEBFlCUs3UQbOnj0LhVyKqg4s3f8lkUhQ2V4PM+op8GiIMf4ZYIxfaxvARhOGgztWok+zsujTvDxWzRmL12E5s2rmib+2QSqV4KeffsqR5yci3aSnp4cRw4Yi4f4FqBNzfwYPfZ2+fQlc87sGtVotdhQiokxj6SbKwLmzZ+FRSAYDme5OL88MiUSC0jZ6+LWOAf4ZYIygIUrMqmcAV/1I+O7fjAFtqqBn45JYNHUIngc/zJZ9CoKAM0d2oFOnTrC0tMyW5yQi+qhLly4QNGokBl0TOwplwMChJBLi4/HPP/+IHYWIKNNYuon+QxAEXLxwHrW59kSWFbWQYoynAfz7GiNkuBKLvBUoZxqD80f3YHjn2ujR0A1//NwHQfduf/M+HgXeRtiLYHTt2jX7ghMRfWBra4sanjWR+JBXRdBG+rZFIdHT43ndRJSnsHQT/UdoaCii3r5DJTtOLf8ejmZSDKmmj/M9jRE+WolVzRTwsEmE/7nDGNfbGz/Wc8W0kV0RcCNr5+ZdOvkXrK1tULdu3ZwJTkQ6r2OH9kgKvgVNUpzYUeg/pHIFDAsWweXL/FCEiPIOlm6i//g4Za2sDUt3drExlqKvuz58uxkhYowJtrRWoJ5jCv7xO4XJg9uiq5czfh3cFtfO/Q8ajeazz6PRaHDlzCG0b99Oq64XTkT5S5s2baBRpyLhkZ/YUSgDenbFcf4iSzcR5R1810r0HwEBAVAa6MG5AM/nzgkFFBJ0K6ePbuX0EZ8i4OijVOwNVOHg35cw+8YlKPTlcCpWDt5tfFC7UVtIpf//2eDDf24gIjwUHTt2FPEIiCi/c3BwQLXqHvjn4WUoy/wgdhz6D327Ynh24xCio6Nhbm4udhwioq9i6Sb6j4CAAJS20YNUwtKd04z1JWhXSo52peRIShVw6kkq9gamYl/gTSyeegMrZwyHg2sp1G/RBfVbdMPFkwdgZ2ePmjVrih2diPK5jh3aw3/seGiSEyA1MBI7Dv2Lvk1hAO9nptWqVUvkNETaKSQkBJGRkbm2PysrKzg5ZX5BJB8fH2zatAkAIJPJ4OjoiDZt2mDKlCkwNjYGAOzduxdLlizBrVu3oFar4erqinbt2mHw4MGwsLBIe67ExETY29tDIpEgNDQUhoaG6fbl4uKCZ8+eAQAUCgWcnZ3Ru3dvjB49GpJcer/P0k30HwG3b6KylSB2DJ2jkEnQtJgcTYvJsbq5gHPBauwLVGHPvX+wZu4EbFzwMwSpDIMGDkw3+k1ElBPatm2LkSNHIvGxP4xL1RE7Dv2L3MIBEj09BAQEsHQTZSAkJAQlS5ZEQkJCru3TyMgIgYGBWSre3t7e2LBhA1QqFS5cuIA+ffogPj4eK1aswMSJEzF79myMGDECM2bMgL29PYKCgrBy5Ups2bIFw4YNS3uevXv3okyZMhAEAfv27ctwsd2pU6eib9++SEpKwsmTJzFgwACYmpqiX79+2XL8X8PSTfQvqampCHzwED1/YKkTk0wqQT1XGeq5yrCkiYCrL9RYeDUFe+6p0KhRI7HjEZEOcHJygnvlKrj/8BJLt5aR6MmhsHLkZcOIPiMyMhIJCQkY9tsyFHJxy/H9vQgOwqLfBiEyMjJLpdvAwAC2trYA3l+u8cyZMzhw4AB69uyJGTNmYOHChenKtYuLCxo0aIC3b9+me55169ahW7duEAQB69aty7B0m5iYpO2rT58+WLFiBY4fP87STSSGoKAgJKeoUNaGUwm1hVQiQQ1HGfYHpqKgtSVLNxHlmo4d2mPCxF+gSUmEVN/w6w+gXCOxcMLtO3+LHYNIqxVycUOR4uXEjpFphoaGUKlU2LZtG5RKJQYOHJjhdgUKFEj7/ePHj3HlyhXs27cPgiBg+PDhePLkCVxdXTN8rCAIOHfuHAIDA+HmlvMfSHzE4TyifwkICAAAlC3IfxraRBAEHAgCmrdszanlRJRr2rZtC7UqGYlPbogdhf5D39oFAQEBEASeDkaUH/j5+WH79u2oV68egoKC4OrqCrlc/tXHrV+/Ho0bN4a5uTksLCzg7e2N9evXf7LduHHjoFQqYWBgAC8vLwiCgKFDh+bEoWSI716J/iUgIAC2pnJYGfGfhjYJjNTgUWQKWrVqJXYUItIhrq6uKFehIhIfXhI7Cv2H3MoZcbExCA0NFTsKEX2jw4cPQ6lUQqFQwMPDA7Vr18aSJUsgCEKmFjhTq9XYtGkTunXrlnZbt27dsGnTJqjV6nTbjhkzBrdv38a5c+fg5eWFiRMnokaNGtl+TJ/DZkH0LwF//42y1mKnoP/6634qjI0UqFevnthRiEjHdOrQHkmP/aFRJYkdhf5Fbu0M4P9nqBFR3uPl5YXbt2/jwYMHSEpKwr59+2BjY4NixYrh8ePHUKlUX3y8r68vQkPfX0pWJpNBJpOhU6dOePHiBY4fP55uWysrKxQtWhQeHh7Yu3cvFixYgJMnT+bk4aXD0k30LwF/30JZa14qTNv4PhFQr14DKBQKsaMQkY5p27Yt1ClJSHpyU+wo9C8yMxvIDIxYuonyMGNjYxQtWhTOzs7pppJ36dIFcXFxWL58eYaP+7iQ2rp169CpUyfcvn073VfXrl2xbt26z+7X3NwcQ4YMwejRo3PtFBWWbqIP4uPj8ST4Oc/n1jJJqQKuhqbC64cfxI5CRDqoWLFiKF6yFBKfXBc7Cv2LRCKFvrUTVzAnyoeqVauGsWPHYtSoURg7diyuXLmCZ8+e4dSpU2jfvj02bdqEiIgIHDp0CD169ECZMmXSffXo0QMHDx5ERETEZ/cxaNAgPHjwAHv37s2VY+Lq5UQf3L17FwBQ1kZP5CT0b36haiSrNKhTh5fsISJx1K1dC5v3HxM7Bv2H1MIJt25zBXOiz3kRHJRn9zN79my4u7tj2bJlWLlyJTQaDYoUKYJ27dqhR48eWLduHYyNjTM89dDLywsmJibYsmULRo4cmeHzW1tb48cff8Rvv/2GNm3a5PhCvRKByz4SAXg/RaVv3z6Im2ACIzmnmGuLqeeSMf+mHG+i3kJPjx+IEFHu27x5M3r06AHHYTshVSjFjkMfxFw/iPgLmxAfHweZjONIpHuSkpLw9OlTFC5cON0peCEhIShZsiQSEhJyLYuRkRECAwOzdJ3u/OBz34P/4k8oog8CAgJQ1MqAhVvLnAsRULt2HRZuIhKNh4cHACD55QMYurqLnIY+klsWQkpKMkJCQj57TV4iXeTk5ITAwEBERkbm2j6trKx0rnBnBUs30QcBd26jrJVG7Bj0LylqAVdeqPH7QC+xoxCRDitatCjMLSyRHHqfpVuLyMwKAgCCg4NZuon+w8nJiSVYi3DFKKIPAgPvojRXLtcq/qFqJKaoeT43EYlKIpGgRg0PqMICxY5C/yIztQHwvnQTEWkzlm4iACqVCuGv38DZjP8ktMnZYDVMTYxRoUIFsaMQkY7zrFEDKWEPIWjUYkehDyQyOQzMrFi6iUjrsWEQAQgLC4MgCHAw5T8JbXIuREDNmrW4QA4Ria5GjRpITUqAKjJE7Cj0L3qmNizdRKT12DCIAISGhgIAHEw4vVxbqNQCLj1Xo05dns9NROKrXLkypHp6SH55X+wo9C8SExs8evxE7BhERF/E0k2E/y/d9izdWuNuhAYJKWp4enqKHYWICMbGxihbrjySQ1m6tYmeWUE8fRosdgwioi9i6SYC8PLlSxjIpbAwZOnWFgGv3p83WbZsWZGTEBG9V8uzBjThD8SOQf8iM7PBq/CXSElJETsKEdFnsXQT4f1It4OZHBIJS7e2CHitgbOjPUxNTcWOQkQE4P153YmRL6BOeCd2FPpAZlYQgiDg+fPnYkchIvoslm4ifCjdSkHsGPQvAa8FlC1XUewYRERpPDw8AIDndWsRmRkvG0ZE2o9LAhMBCH0eAgelRuwY9C8BkRJ0b19O7BhERGmcnZ1hXdAWyaH3YVS0mthxCIDM1BqQSFi6if4jJCQEkZGRubY/KysrODk5Zflx4eHhmD59Oo4cOYLQ0FDY2NigQoUKGD58OOrVqwcXFxc8e/YMAGBoaAhXV1cMGTIE/fr1AwBs3LgRPXv2THs+Y2NjFC9eHBMnTkSbNm2y5+CyAUs3EYDQF8/hXpATP7RFdKKA0LcpPJ+biLSKRCKBR7VqOPnPY7Gj0AcSPTkUZlZ4+vSp2FGItEZISAhKliiOhMSkXNunkaECgfcfZKl4BwcHw9PTEwUKFMCcOXNQrlw5qFQq+Pr6YtCgQbh///2soqlTp6Jv376Ii4vDxo0b0b9/fxQoUAAdO3YEAJiamuLBg/frbcTGxmLDhg3o0KED7t69i+LFi2f/wX4Dlm7SeYIgIDQsHA5FeT63tgh4zUXUiEg7FS1aBCeu3BQ7Bv2LVGmJsLAwsWMQaY3IyEgkJCZha2tDlLTO+UGlwAgNuu1PRGRkZJZK98CBAyGRSODn5wdjY+O020uXLo1evXql/dnExAS2trYAgGnTpmH37t04cOBAWumWSCRp99va2mLatGmYO3cu/v77b5ZuIm3x7t07JCQmwcHUUOwo9EHAKw3kcpnW/KAkIvrIxcUFydGvIAgaSCScIaUNBAMl3rx5I3YMIq1T0lqKSnZ6YsfIUFRUFI4dO4bp06enK9wfFShQ4LOPVSgUUKlUGd6nVquxefNmAEClSpWyJWt2YOkmnffxGt0OvEa31gh4rUYJt6KQy+ViRyEiSsfFxQWa1BSo499CprQQOw4BkBqa4tXrCLFjEFEWPHr0CIIgoESJEpl+TGpqKrZu3YqAgAAMGDAg7fZ3795BqVQCABITEyGXy7F69WoUKVIk23N/K5Zu0nlppduUIxbaIiBSgrKe2vPpJBHRR4ULFwYApL59xdKtJaSGpngdwUuGEeUlgvD+qkGZuVzvuHHjMGnSJCQnJ0NfXx9jxoxJW0gNeD/9/ObN96f9JCQk4OTJk+jXrx8sLS3RvHnznDmALGLpJp33sXTbc6Rbazx4I6BJqVJixyAi+oSzszMAQB3zCkBJccMQAEDP0BRvHnF6OVFe4ubmBolEgsDAQLRq1eqL244ZMwY+Pj4wMjKCnZ3dJ0VdKpWiaNGiaX8uV64cjh8/jtmzZ2tN6ebQHum80NBQWJvIoa/H0q0NElUC3sSp4OjoKHYUIqJPmJiYwMzcAqnvXosdhT6QGpoi9t1bqNVqsaMQUSZZWFigUaNGWLZsGeLj4z+5/+3bt2m/t7KyQtGiRWFvb5+pkXEA0NPTQ2JiYnbF/W4s3aTzXr58CQcT/lPQFi9j3083cnBwEDkJEVHGXJxdkPruldgx6AM9Q1NoNJp0b9KJSPstX74carUaVatWxd69exEUFITAwEAsXrwYHh4emX4eQRAQHh6O8PBwPH36FKtXr4avry9atmyZg+mzhtPLSeeFhYXBzlgjdgz6IDT2/feCpZuItFXRIoURdPOJ2DHoA6mRKYD3l0mytLQUOQ2R9giMyJ33t9+6n8KFC+PmzZuYPn06Ro0ahbCwMFhbW8Pd3R0rVqzI9PPExMTAzs4OAGBgYABnZ2dMnToV48aN+6ZcOYGlm3ReXGwMLPQFsWPQB6ExHOkmIu3m4uIC4dw1sWPQB1LD/y/dvNQk0fvp2EaGCnTbn3vTq40MFbCyssry4+zs7LB06VIsXbo0w/uDg4O/+HgfHx/4+Phkeb+5jaWbdF5iQjwMZTyfW1uExmpgojSCiYmJ2FGIiDLk4uKC5Le8Vre20PtQunmtbqL3nJycEHj/ASIjI3Ntn1ZWVnBycsq1/eU1LN2k8xITEmDEy0FrjdAYAfa2tmLHICL6rPfX6lZBHRcFmUnWR3Yoe0kN339Im5sFg0jbOTk5sQRrEX48SzovISGBI91aJDRWAwdH/idBRNrLxcUFALiCuZaQSPUgNzRBRESE2FGIiDLE0k06LzExEYYc6dYaofFSOBTi5cKISHv9f+nmCubaQk9hhLi4OLFjEBFliKWbdF5iUhJHurXIyzgJF1EjIq2mVCphZm4BdQxHVrWFRE+O5ORksWMQEWWIpZt0XmJSEs/p1iJhMSrY29uLHYOI6IuUSiU0qiSxY9AHEj05kpL4/SAi7cTSTTovITEJhnKOdGsDlVpAskrDlcuJSOsZGBhASE0ROwZ9JONINxFpL5Zu0mkqlQpqtQaGXMdfKySmvv/V0NBQ3CBERF+hUCgAtUrsGPSRlKWbiLQXSzfptMTERADgSLeWSFQJAFi6iUj7KQwUEFJZurWGnozTy4lIa3F8j3Tax9LNc7q1w8eRbiMjI3GDEBF9haGhAkISS7e2ELiQGlE6ISEhuXrteisrK14X/AtYukmnJSQkAABXL9cSCRzpJqI8QqEwgJDKkVWtoSdP+yCdSNeFhISgZMkSSEjIvX8TRkaGCAy8n6niLZF8+X13jx49sHHjRgDAmTNnMG/ePFy7dg2xsbFwcHBA5cqVMWjQIDg5OaFw4cJffK7Jkyfjt99+y+xh5BiWbtJp/z+9XOQgBABI/DBoxNJNRNrOUKGAoI4ROwZ9INGTI5Ej3UQAgMjISCQkJGLr+OYo6WSZ4/sLDHmDbrMOITIyMlOlOywsLO33u3btwq+//ooHDx6k3fbxfeDy5csxePBg/Pjjj9i1axcKFy6MsLAw+Pv7Y8SIEfDz80v3XHPnzsWxY8dw8uTJtNuUSmV2HOJ3Y+kmnZZWujnSrRUSU9+PdHN6ORFpO4VCAYk6VewY9IFETx9JSfFixyDSKiWdLFHJzVbsGJ+wtf3/TGZmZpBIJOluA96P1g8fPhzDhw/H/Pnz024vXLgwatSogaFDh37yOKVSCZlM9slzaQMupEY6jed0a5cEjnQTUR5hYGDA1cu1iEQmQ1Iip/sT5Rd79+6FSqXC2LFjM7z/a1PUtQ1LN+m0tHO6uXq5VuDq5USUVygUCkDD0q0tJHr6SOTq5UT5xsOHD2Fqappu1Hrv3r1QKpVpXwEBASImzBqWbtJpHy8vouCJFlqB1+kmoryCI91aJo+NehHR1/13NLtRo0a4ffs2jhw5gvj4eKjVapGSZR2rBuk0mez9PwG1RuQgBAD4+KNVEARRcxARfQ1Lt5bRpEIu59taovzCzc0N7969Q3h4eNpot1KpRNGiRdPev+clHOkmnaZQKAAASVwLRyt8XEU+iVMEiUjLKRQKCKks3dpCUKshl3GBFqL8ol27dpDL5Zg9e7bYUbJF3vuYgCgbfSzdH1fNJnEpPqwiz9JNRNrOwMAAGo50aw1Bkwo5r/9JlG84OTlh3rx5GDZsGKKiouDj44PChQsjKioKW7duBQDo6emJnDLzWLpJp308d5gj3drB8MNPpI+ryhMRaavU1NQ8t3puvqZRQ1/O0k30b4Ehb/L0foYMGYKSJUti/vz5aNeuHWJiYmBpaQkPDw8cO3YMZcuWzZH95gSWbtJpaSPdKo50awOOdBNRXhEdHQ2pwkTsGPSBoE5l6Sb6wMrKCkZGhug261Cu7dPIyBBWVlZZfpyPjw98fHw+e3/9+vVRv379TD3Xb7/9ht9++y3LGXIDSzfpNJ7TrV0UHOkmojwiOjoaMDAWOwZ9pFFDX59XviAC3k/NDgy8j8jIyFzbp5WVFZycnHJtf3kNSzfptP+fXs6Rbm3w8XrpHOkmIm0XFRUFQZ+lW1sImlTo6+uLHYNIazg5ObEEaxGuXk467f8XUhM5CAH4/5Fulm4i0nYRkVGcXq5NNGrIOb2ciLQUSzfptP+fXs6Rbm3AhdSIKK+Iio6CnkIpdgz6QMLSTURajKWbdJqBgQEAntOtLbiQGhHlFW/fvoWUpVt7sHQTkRZj6SadJpFIoDDQRyIvtaoVDOWAnlSCd+/eiR2FiOizBEHAu7fRLN3aREhl6SYircXSTTpPYWDA6eVaQiqRwNZUjrCwMLGjEBF9VlxcHDRqNUu3NlElw9iYC9sRkXZi6Sadp1Doc3q5FrE3keDly5dixyAi+qzo6GgAYOnWIpqkOJibm4sdg4goQyzdpPMMFYZI5Ei31rA3UuNlaKjYMYiIPisqKgoAS7c2SU1k6SYi7cXrdJPOUygUHOnWIvYmElx5ESJ2DCKiz0ob6TbkJcO0gaBORWpyAiwsLMSOQqQ1QkJCEBkZmWv7s7Ky4nXBv4Clm3Te+9LNkW5tYW8ixctgntNNRNqL08u1iyYpDgA40k30QUhICIqXKI6kxNy7GozCUIEH9x9kqng3b94ciYmJOHny5Cf3XblyBTVq1ICJiQliY2M/+xxnz55FnTp1vitzbmLpJp1naGSEXPyZRF9hbyLB68goqFQqrkRLRFopbXq5ARfu0gYs3UTpRUZGIikxCYV+KgQDe4Mc31/yy2S8WP0CkZGRmSrdvXv3Rps2bfDs2TM4Ozunu2/9+vWoUKECTp06hZSUlHT3paSkoGnTplAoFKhWrVq2HkNOY+kmnWdhaY03QWKnoI/sTd4vNREeHg5HR0eR0xARfSoiIgJyQxNIpHpiRyEAmqT3o2GcXk6UnoG9AQxdDMWO8YlmzZrBxsYGGzduxOTJk9NuT0hIwK5duzBjxv+1d9dhUaUNFMDPBEODICCglCAY2N3d3d0Ya2Lnp661a62uuqhrYYu5dhd2uyoiGIQBCiLS098frKysiQJ3gPN7Hh5l5s7cM6MMc+a+933nfvLnecCAAYiKisKNGzdgYGCQnZF/GCdSozzPvmBBvEzij4KusDcVAQBecDI1ItJRDx8+hF7+gkLHoH/wSDdRziKVStGrVy/4+vpCq/33FM+dO3dCoVCge/fuH93Gx8cHGzduxJ49e1CoUKHsjJsp2DQoz7O3t8eLOJ7TrSsK/lO6uWwYEemqv+/dh8iCI3F0hZqlmyjH6devH0JDQ3H27Nm0y9atW4d27dp99LPs7+8Pb29v/PHHH6hWrVo2J80cLN2U59nb2+NVvAIqDYu3LrA0FMFAT4zwcM5gTkS6R6PRIOjhQ8isWLp1hSYlATKZPgwNdW8YLRF9WtGiRVGtWjWsW7cOAPDkyROcP38e/fr1S7ddeHg4OnTogIEDB8LLy0uIqJmCpZvyPHt7e2i1wKsElm5dIBKJUNRaDw8ePBA6ChHRR8LCwpCSnAS9/FwaR1doUhJgli8fRCKR0FGIKAP69++P3bt3Iy4uDuvXr4eTkxPq16+fdn1ycjLatm2LEiVKYMmSJcIFzQQs3ZTn2dvbAwBexrN06wpPKw3u370jdAwioo+8/0BQz5qlW1doUhKQL18+oWMQUQZ16tQJEokEW7duxYYNG9C3b990H555eXkhJiYGO3fuhFSas+f/ztnpiTLBv6VbA4Az0eoCT2sx9l0NgFar5ZELItIpAQEBkOobQWJqLXQU+oc68S1sCxQQOgYRZZCJiQk6d+6MyZMn4927d+jTp0/adQsWLMDOnTtx4MABqFQqREZGprutubl5jjqlhKWb8jxra2tIpRIe6dYhnjZixCck4dmzZ9+03iMRUXZ58OABZFYO/EBQlyREw6VCeaFTEOkc+Uu5zu+nf//+WLt2LRo1apTuPZ+Pjw+USiWaNGnyydutX78+XUnXdSzdlOeJxWLY2VjjZXyM0FHoH542qSMO7t+/z9JNRDqFM5frHk18NH9XEH3AysoKBoYGeP7n82zbp4GhAaysrDJ8u6pVq6ZbNuy9kJCQzIilM1i6ifDPWt3xb4SOQf9wNBfBRF+C+/fvo1mzZkLHISIC8O/M5fqVOgsdhf6h1aghf8fSTfQhR0dHBD0MQnR0dLbt08rKij+HX8DSTQTAvpAjXt67K3QM+odIJIJnASnu378vdBQiojTh4eFITkqEKZcL0xnqhDfQajV8s0/0H46Ojvy50CGcvZwIqZOpvUzkj4Mu8cyvwf27t4WOQUSUJm3mcisngZPQe6q4KACAgwM/CCEi3cWWQYR/Sne8RugY9AFPGzEeBAZBpVIJHYWICMD7mcsNITHL+HmLlDXULN1ElAOwdBMhtXRHJyghV3EGc13haSOBXKHEo0ePhI5CRATg/czljhCJ+PZJV6jiomFqZg4zMzOhoxARfRZ/axDh37W6IxNYunVFBXsJRCLg8uXLQkchIgLwfubyQkLHoA+o4qJQyIHnrRKRbmPpJsK/pZtDzHWHuYEIJW31cfHiRaGjEBEhMTER9/7+G/p2RYSOQh/QxEfBxYlDy4lIt7F0E+Hf0v0inke6dUn1ghpcPH9W6BhERLh8+TJUKiX0HUsJHYU+lBANJydObEdEuo2lmwiAhYUFzM1M8DiGR7p1SQ1HKYIePUVUVJTQUYgojzt79ixkJvmgl59HVXWJ8l0Ul0UiIp3HdbqJ8M+60CVK4P7rW0JHoQ9Ud5AAAC5evIg2bdoIG4aI8rRTp89Ar5AnRCKR0FHoH+qkd1Amx8PFxUXoKEQ6Jzw8HNHR0dm2PysrK34A9gUs3UT/8CxVBlcO3BE6Bn3AKZ8YTpYynD17lqWbiASTmJiIG9evw6yul9BR6APKN88AACVKlBA4CZFuCQ8PR9FiRZGclJxt+zQ0MsTDwIffVLy/9uFl79694evrm7bd5cuXUaVKlbTr5XI57O3tERMTgzNnzqBOnTpp1x08eBALFy7EzZs3oVarUaJECQwdOhR9+vT5rseVWVi6if7h6emJ9WuVUGlkkIp5JENX1HPU4vTJ40LHIKI87N/zuUsKHYU+oIwOh1gigbu7u9BRiHRKdHQ0kpOS0XdxF9i52WT5/iIev8b6UdsRHR39TaU7IiIi7e9+fn6YNm0agoKC0i4zNDRM+7uDgwPWr1+frnTv3bsXJiYmiImJSXe/y5Ytg7e3NyZMmAAfHx/IZDLs27cPgwcPxv3797Fw4cIfeZg/hKWb6B+enp5QqDR4HKNBUSuJ0HHoH/VcJFi/NxBRUVGwtrYWOg4R5UGLFy8GALzaPhn5avaCaelGAiciILV0uxR2g0wmEzoKkU6yc7OBo6fuLXNoa2ub9ndzc3OIRKJ0l32od+/eWLp0KZYsWZJWxtetW4fevXtj1qxZads9e/YMY8aMgbe3N+bOnZt2+ZgxYyCTyTBixAh07NgRlStXzqJH9WWcSI3oH++Hp91/zcnUdEld59TPBs+ePStsECLKsx4+fAgA0CTGIuboUoTNa4GweS3wct1wyF8GfeXWlFXUMc9QypNDy4lys/Lly8PFxQW7d+8GkFqu/f390bNnz3Tb7dq1C0qlEmPHjv3oPgYNGgQTExNs27YtWzJ/Cks30T+sra1RwDo/7r9WCx2FPlDQTAwPGxlOnjwpdBQiyoOioqIQEhKC3gs7YcJfw1C43L/LUymjQhC5aUxaCX+9exZUie8ETJu3qGOewZOlmyjX69u3L9atWwcAWL9+PZo1a/bR6Mfg4GCYm5vDzs7uo9vLZDIULlwYwcHB2ZL3Uzi8nOgDnp4lcT/yotAx6D+aFQa279uLFStWQCzmZ4VElH1OnDgBrVaL4jXdYW5jhvG7h6Zdd2XPTexfdAwxL2MBAMmPr+LF8u4AAJGeAUzKtYB5zZ6QSHjKUmZTJ8dDHheD4sWLCx2FiLJYjx49MHHiRDx9+hS+vr5YunRphu9Dq9UKuvoESzfRBzxLlcbRgMtCx6D/aFtUisVXonD16lVUrVpV6DhElIccO3YMjsULwtzG7KPrqrQrjyrtygMAlClKHPz9BE6tuwCVQgWtMgXxV3ch/uouAIDE1Ar56vSDSfFa2Zo/t1K+CQfAmcuJ8oL8+fOjRYsW6N+/P1JSUtC0aVPEx8en28bd3R3v3r3Dy5cvYW9vn+46hUKBp0+fol69etkZOx0eMiL6gKenJx5FKZCi0godhT5QzUECG1M97NmzR+goRJSHqNVqHDl6GEVrFvnqtnoGemg7oRmWB83FypD5mHtxEso09vz3vuKj8ebA/LSh6BEbR0MeFZaV8XM1zlxOlLf069cPZ8+eRa9evT45eqh9+/aQSqVYtGjRR9etXLkSiYmJ6Nq1a3ZE/SQe6Sb6gKenJzRaLR5Ga1DGlsMBdYVELEKbIsCeXTswf/58QYcHEVHecf78eUS9jkaZRhk/mmppb4HBK3ulfR985Ql2zTmI8PsvAACKiGBErvtnqLpIBKOitWDZeAgk+saZkj23U0aHw9mlMPT19YWOQkTZoEmTJoiKioKZ2cejjgDA0dER8+fPx9ixY2FgYICePXtCT08P+/btw+TJkzFmzBjBZi4HWLqJ0nl/btj912qWbh3Ttpge/twSjnv37qFUqVJCxyGiPMDPzw9WhfLDpezX1539Gvcqrph8YCQAQKPR4PzWqzj0+wnERScAWi2SAs8hKfAcAECkbwSzSu1gWrkjzwf/DPWbZyhVxvPrGxLlYRGPX+ea/YhEIlhZWX1xm1GjRsHV1RULFy7E77//DrVajRIlSmDFihXo27dvlmf8EpZuog+YmZnBqZA97r+OFjoK/Uc9FwnMDKXYs2cPSzcRZTmVSoVdu3eibFvPTB9dIxaLUbtHVdTukTpHRUpiCv5acBTnNl2GVqOFVp6Ed+c34935zQAAaT5bWDQYDCPXCpmaIydLnbm8hdAxiHSSlZUVDI0MsX7U9mzbp6GR4VdL8af06dMHffr0+eR1Wu3nT/fMly/fJ69v1aoVWrVqleEcWY2lm+g/PEuVwf3HJ4SOQf8hk4jQ0k2Evbt3YsaMGULHIaJc7syZM4iOeoMKLUpn+b4MjA3QZUYbdJnRBgDwKiQKO37ej4BzqWuAq2IjEbVrRtr2+g6esGwyAjJL+0/cW+6nSoiBPO4NP4Al+gxHR0c8DHyI6OjsO4hkZWUFR8cfHxWUW7F0E/2HZ8mS2H6Fa0LrorZFpdiy8wEeP34MNzc3oeMQUS7m5+eHAk7WcPQsmO37LuBijeG+/dO+v3cmEHt+OYyIR68AAPJn9xGxemDqlWIJjD3rw6LhIEikeeP8ZsXL1A8jqlSpInASIt3l6OjIEqxDWLqJ/sPT0xNhMQrEyfVhps8Ju3RJEzcpDPTE2Lt3L8aNGyd0HCLKpRQKBXbv2Y0qXcvpxMSNJesWQ8m6xQCkzqh+au0FHPU5jaR3yYBGjcS7x5F49zgAQGxoBvNqXWFWoaWQkbOUPCII1gVsUahQIaGjEBF9E5Zuov/w9EydmCXgtRpVHfgjokuMZSI0cZVgp992lm4iyjInTpxA7NvYbBlanlESiQSNBtZGo4G1AQCJbxOx+5fDuLTzOgBAkxyHt6dW4e2pVQAAvfwOsGg0BIaOJQXLnNlUkY9Qr2pVnfhAhIjoW7BREP1HsWLFoC/Tw/WXLN26qFcpKdrtuIW7d+/yfD4iyhJ+fn6wd7NFwaK2Qkf5KmMLY/Sa3xG95ncEADwPfIkdM/cj+MpTAIDyzTO83jYpbXsDl3LI32QkpGb5Bcn7o7QaNRQRj1BlsHDr7RIRZRQbBdF/6Ovro2KFCrj47AZGCLecH31GC3cpCpjqYfXq1Vi2bJnQcYgol0lJScFf+/5Crb6Vc+SR1ELF7DF62+C0728euou/FhxBVNgbAEBKyC28WNEbACCSyGBSpgnM6/aDRJIz3hIq3zyDSp7E87mJKEfJGa+wRNmses1a2LTyJrRabY5805Wb6UlE6FdaBJ+Nvpg3bx6MjIyEjkREuciuXbsQHxePSq3KCh0lU5RvXgrlm6eOClIqlDjqcwYnVvtDkaSAVq1A/M39iL+5HwAgNrZAvlq9YVqqgZCRv0j+4iHEYjHKly8vdBQiom8m0n5pATT6Yc7OzggLCxM6Rq7i5OSE0NDQLN3HgQMH0KpVK4SMNIFzPnGW7osy7kmMBm7LErBhwwb06tVL6DhElItUqVIZcXqxGLnJS+goWS72dRx2zzmI6/vvfPJ6PZvCyN90BPRtdWe1iDdHlsJRE4GAe3eFjkIkuJSUFISEhMDFxQUGBgZCx8mTvvXfgKU7i4lEoi8u7E4Zlx3P6Zs3b2BlZYVNbQ3Qo5QsS/dF36fh5hQk25TDhUuXhY5CRLnErVu3UL58eQxe1QtlGnkKHSfbPb0Vhp2zDiDkTvgnrzd0rwrLxsMgNTLP5mT/eu07DD1bN8KqVasEy0CkK1i6hfet/wYcXk70Cfnz50cxDzdcDA9DD87VpZMGlJWg864rCAgIQIkSJYSOQ0S5gI+PDyztLFCyXjGhowiicDknTNg7DACg0WhwZfdNHFh8HG8j3gEAkoMv40Vw6gedIj0DmJZvDbMa3SCRSLIln0aehOTXYahcmROuEH1NeHg4oqOjs21/VlZW2bouuK+vL7y9vREbG5tt+/wRLN1En1GjVl1cOLBR6Bj0GW2KSmFtooc1a9Zg8eLFQschohzu7du32LJ1Cxr9VBsSafaUSF0mFotRrWNFVOtYEQCgSFbgwOLjOO17EWqlGlplCuKu+CHuih8AQGJmDYt6XjD2qJ5lmeSRjwCtlpOoEX1FeHg4inl4ICklJdv2aWRggMCgoAwX72fPnmHGjBk4cuQIoqOjYWdnhzZt2mDatGnInz91lQVnZ2d4e3vD29s7C5JnD5Zuos+oXr061qxZjbfJMlgYcjI1XSOTiNCnlAhrfdfjl19+4bAqIvohGzZsgEqlQvUulYSOopNkhjK0n9wC7Se3AABEP4vBzln78feJBwAAdVwUov/6Be+Pq8nsi8KyqTf0rQplWgbFyyAYm5qiaNGimXafRLlRdHQ0klJSMM/ODq4y/Szf3xOFHBMiIhAdHZ2h0v306VNUrVoV7u7u2LZtG1xcXBAQEIBx48bhyJEjuHLlCiwtLbMw+ceUSiX09PQy/X45Q5RAIiMjMXz4cBQuXBj6+vpwcHBAy5YtcerUqbRtnJ2dIRKJIBKJYGRkBE9Pz3TnMPn6+qZdLxKJYGJigvLly2PPnj1f3HdERAS6desGDw8PiMXiT35qVKdOnXT3/f6refPmX7xvrVaLhQsXwt3dPe1xzZ07N+3627dvo2zZsjAxMUGrVq3w9u3btOtUKhXKlSuH69evf+3pyxJJSUk4deoU5syZg/v376NGjRrQaoGLz1SC5KGv8yqnh5jYd9i9e7fQUYgoB9NoNFjusxxlm3jC3NpU6Dg5gpWDJX76sw9WhszHypD58N4yEIWK26ddr3j5EJFrByNsXguEzW+FqAMLoZYn/tA+Fc/vo3q1ahCL+faV6Fu4yvRR3MAgy7++t9gPHToUMpkMx48fR+3ateHo6IimTZvi5MmTePHiBaZMmYI6deogLCwMo0aNSusjHzp27BiKFSsGExMTNGnSBBEREemuX79+PYoVKwYDAwMULVoUPj4+adeFhoZCJBJhx44dqFOnDgwMDLB582aEhYWhZcuWsLCwgLGxMUqUKIHDhw9/12N8j0e6BRAaGorq1asjX758mD9/PkqVKgWlUoljx45h6NChePjwYdq2M2fOxIABA5CQkABfX18MHjwY+fLlQ+fOnQEAZmZmCAoKAgDEx8dj/fr16NSpEwICAuDh4fHJ/cvlclhbW2PKlCmfHZa7Z88eKBSKtO/fvHmD0qVLo2PHjl98bCNHjsTx48excOFClCxZEu/evUt3PomXlxfq1asHPz8/eHl5Ye7cuViwYAEAYOHChahRowYqVqz4Dc/ij4uLi8PFixfh7++Pc+fO4caNG1AqlcifPz9Kly6N5s2bo5C9Lc6ExKCFe+Z/4kU/zj2/BPUKy7Dkt4Xo1q0bl3cjou9y6tQpPHn0BG1m/yR0lByraDU3TD3kDSD1Q4xzmy7h8LJTiH+TCGg1SHpwFkkPzgIARPrGMK/aEWaV2n/z67ZWrYT8eQAa/jQ7ix7Bp3EVGmFkx0o1JKyYmBgcO3YMc+bMgaGhYbrrbG1t0b17d/j5+eHRo0coU6YMBg4ciAEDBqTbLikpCQsXLsSmTZsgFovRo0cPjB07Flu2bAEArF69GtOnT8fy5ctRtmxZ3L59GwMGDICxsTF69+6ddj8TJkzAokWLsH79eujr62PgwIFQKBTw9/eHsbExHjx4ABMTkx96vCzdAhgyZAhEIhGuXbsGY2PjtMtLlCiBfv36pdvW1NQUtra2AIDZs2djx44d+Ouvv9JKt0gkSrve1tYWs2fPxsKFC3H37t3Plm5nZ2f8/vvvAIB169Z9cpv/DuXYvn07jIyMvli6AwMDsWLFCty/f/+z+w4MDMSWLVvg7u6Orl274uDBgwBSh5esW7cON2/e/Oz9/6iYmBhcuHAB586dw7lz53D79m1oNBrY2tqiVq1a6NGjB2rXro1ixYqlfYper0EjnDnpl2WZ6MdNrCZFo813cOLECTRq1EjoOESUA/3h8wcKedjBraKz0FFyBbFYjLq9a6Bu7xoAgOT4FOydfwT+m1MnYdPKExF71hexZ30BAFILe1g0GAyjwuU+e5/yl0FQK+SoV69eluf/UFhYGFehEQA/RM/9Hj16BK1Wi2LFPj1xZbFixfD27Vuo1WpIJJJ0neg9pVKJlStXwtXVFQAwbNgwzJw5M+36WbNmYdGiRWjXrh0AwMXFBQ8ePMCqVavSlW5vb++0bYDUc+Lbt2+PkiVLAgAKFy78w4+XpTubxcTE4OjRo5gzZ066wv1evnz5vnh7AwMDKJXKT16nVquxcWPqxF/lyn3+F9f3WLt2Lbp06fLJzO8dOHAAhQsXxsGDB9GkSRNotVo0aNAA8+fPTyvxpUuXxokTJ+Dm5oZTp06hVKnUqcEHDx6M+fPnw9Q084b1vXr1CufPn8e5c+fg7++Pe/fuQavVwsHBAbVr18bgwYNRq1YtFClS5LMv7vXq1cOmTRvxJkkP+Y04nE0XNSgsQYWCMsyZNZOlm4gyLDAwEPv37Ue32W35Rj+LGJoaoNustug2qy0AIOLxa+ycuR8PzgcDAFRvXyJq57S07fUdS8GqmTek5jZpl6WE/Q0z83woXbp09oYnIkG8/7DrS6/LRkZGaYUbAOzs7PD69WsAQFRUFJ49e4b+/funO0KuUqlgbp5+2cMKFSqk+37EiBH46aefcPz4cTRo0ADt27dP6yzfi6U7mz1+/BharTbDk4CoVCps3rwZ9+7dw08//Tv87d27d2nDHZKTk6Gnp4c///wz3X/AH3Xt2jXcv38fa9eu/eJ2T58+RVhYGHbu3ImNGzdCrVZj1KhR6NChA06fPg0AWLNmDYYMGYKFCxeievXqmDRpEjZu3AgjIyNUrFgRjRs3xpMnT9ClSxfMnp2xIWTPnz9PGyru7++fNkzfzc0NtWrVwpgxY1CrVi04Ozt/833WrVsXWi1wLkyNdsVYunWRSCTClBoStPW7iAsXLqBGjRpCRyKiHGT2nNmwsM2HKu0rfH1jyhR2bjYYsdEr7fu/TwZgz6+H8epJFABAHn4XL1b+M/JPLIVJyQZQRYeiab162bY8GRFlLTc3N4hEIjx48ABt2rT56PqHDx/CwsICVlZWn72P/054JhKJ0sq6RqMBkDrE/L/LDP73deS/BxW9vLzQuHFjHDp0CMePH8cvv/yCRYsWYfjw4d/8+P6LpTubfcunNh+aMGECpk6dCrlcDplMhnHjxmHQoEFp15uamuLWrVsAUs9rOHnyJAYNGoT8+fOjZcuWmZJ57dq18PT0RKVKX57RVaPRQC6XY+PGjXB3d0+7bfny5REUFAQPDw+UKFEC586dS7vNmzdvMGPGDPj7+2P48OGoXr069uzZg4oVK6Jy5cpffAwPHz7E5cuX045mP336FEDqcJQ6depg+vTpqFmzJgoWLPjdj93R0RGuLo44ExKBdsV4XreuauUhRYkCMsydMxuHjxwVOg4R5RDBwcHYvm07Ok1vBT19viUSSukGJVC6QQkAqaP2Tqzyx7GVZ5AcnwJoVEj4O/V1vXTpLgBS52QxMzMTLO+PymnrCxNlhfz586Nhw4bw8fHBqFGj0p3XHRkZiS1btqBXr14QiUSQyWRQq9UZuv8CBQqgYMGCePr0Kbp3757hfA4ODhg8eDAGDx6MSZMmYfXq1T9UunnoLpu9H8ocGBj4TduPGzcOd+7cQVhYGBISEjB//vx0s3aKxWK4ubnBzc0NpUqVwujRo1G3bl3MmzcvU/ImJSVh+/bt8PLy+uq2dnZ2kEqlaYUbQNp5GuHh4Z+8zahRo+Dt7Y1ChQrh7Nmz6NChA4yNjdG8eXOcPXv2i/vr0aMH+vfvj1u3bqFFixbYtWsXXr16hQcPHmDFihXo0qXLDxXu9+rWb4TT4fxR0WVikQiTqklw5OixtA+hiIi+Zs6cOTC3NkP1ztkzgSd9nUQiQZMhdbH47kysDJmPBTemw6OaGwCgRYsWOHXqFMzNzeHu7o6hQ4di7969gpTX98NW7e3tIZPJ4OTkhJEjR+LNmzfptnN2dsaSJUuyPd+30mq1mDFjBuzt7WFoaIg6deogICDgq7fbvXs3ihcvDn19fRQvXhx79+5Nd/2WLVvg4OAAS0tLjBs3Lt11oaGhcHd3R1xcXKY+Fsp5li9fDrlcjsaNG8Pf3x/Pnj3D0aNH0bBhQxQsWBBz5swBkPpz5O/vjxcvXqSboPlrZsyYgV9++QW///47goODce/ePaxfvx6//fbbF2/n7e2NY8eOISQkBLdu3cLp06c/e+75t+LHutnM0tISjRs3xh9//IERI0Z8NJwhNjY23XndVlZWcHNzy9A+JBIJkpOTMyMuduzYAblcjh49enx12+rVq0OlUuHJkydpw9uDg1PP13Jycvpo+1OnTuHhw4fw9fUFkPrp9vvz1T933vqHLly4AKVSmanngX9KvXr1sGbNGkQm6MHWhOVbV3X2lGKavx5+mTsXO3ftEjoOEem4x48fY8uWLWg/pTn09DmSSVeZ5jeGnZsNkl8qUK5cOWi1WuzZswcnTpzA8ePH4ePjA7FYjEqVKqFBgwZo2LAhqlSpAplMlmWZdHFtYeD71heeP38+fvvtN/j6+sLd3R2zZ89Gw4YNERQU9Nn3V5cvX0bnzp0xa9YstG3bFnv37kWnTp1w4cIFVK5cGdHR0fDy8oKvry8KFy6M5s2bo06dOmnLzv7000/49ddfc/RohZziiUKu0/spUqQIbty4gRkzZqBz58548+YNbG1t0aZNG0yfPj3t52jmzJkYNGgQXF1dIZfLv3lyQy8vLxgZGWHBggUYP348jI2NUbJkyU8ul/whtVqNoUOH4vnz5zAzM0OTJk0+u+LTtxJpOSVjlvrw3IL3QkJCUK1aNVhaWmLmzJkoVaoUVCoVTpw4gRUrVqQdBXd2doa3t/dn/2P4+vpi5MiRaUuGJScn48SJExgyZAimTZuGadOmffJ2AHDnzh0Aqf8ZPTw8MG7cOMhkMhQvXjzddu+HZ2/fvv2j+1i+fDn27t2btra4RqNBxYoVYWJigiVLlkCj0WDo0KEwMzPD8ePH0902OTkZZcuWxfbt21GmTBkAQLNmzVCoUCEMHToULVq0wG+//fbJ2dI/9ZxmpcjISNjZ2WFLO0N0K8k3Zrrsz5sKDD4kR0BAwA9/IklEuVvfvn3x1+G9mHluPGQGfG3XZdPrLkTbJu2wYsWKj64LDQ3FyZMnceLECZw6dQpv3ryBsbExateunVbCS5Qo8d2T5H3qPUfTpk1x//59BAcHfzQk1tXVFb169cKKFStQp06ddKfUAalHlt8PL/fz84O3tzeePXuGGjVqYP369bCzs0vbdv369Zg/fz5CQkLg7OyMESNGYMiQIWmP28XFBX5+fvDx8cGVK1ewYsUK1KtXD8OGDcOFCxegUCjg7OyMBQsWoFmzZh89Nq1WC3t7e3h7e2PChAkAUpeVLVCgAObNm5fudMYPde7cGXFxcThy5EjaZU2aNIGFhQW2bduGa9euoVWrVoiMjEzbvkKFChg3bhy2bt0KPz8/7Nu3L8PPO30sJSUFISEhcHFxgYGBQdrl4eHhKObhgaSUlGzLYmRggMCgIDg6OmbbPnXB5/4N/otHugXg4uKCW7duYc6cORgzZgwiIiJgbW2N8uXLf/IXypfExcWlvUDr6+vDyckJM2fOTHvx/JyyZcum/f3mzZvYunXrR2siBgcH48KFCx8V5veio6Px5MmTtO/FYjEOHDiA4cOHo1atWjA2NkbTpk2xaNGij247c+ZMtGjRIq1wA8DSpUvRrVs31KpVC926dUP79u2/5SnIcra2tihbuiT2Bz1k6dZxvUvrYeZ5NX795Rds+GcmfyKi/3r69Ck2bdqEdpObsXDruKiwN3gV+hpNmjT55PXOzs7w8vKCl5cXNBoN7txJXULyxIkTmDRpEkaPHg1bW9u0At6gQQPY29t/d55vXVvYx8cHe/bsQenSpXV2feGQkBBERkamW/lDX18ftWvXxqVLlz5bui9fvoxRo0alu6xx48Zpw+iLFCmCpKQk3L59G05OTrh+/Tr69euHmJgYTJs2DWfOnPm2J5u+m6OjIwKDgjI0FPtHWVlZ5bnCnREs3QKxs7PD8uXLsXz58s9u82EB/pQ+ffqgT58+37X/b/n00N3d/YvbzZgxAzNmzEh3mb29PXbv3v3V+/7ll18+uszNzQ3Xrl376m2F0LZ9R8yf8zNSVFoYSLmkjK7Sl4owtooYY7duweQpUz67XjwR5W1z5syBiaUxanat/PWNSVAB/kGQSqWoW7fuV7cVi8UoV64cypUrhwkTJiA5ORkXLlzAiRMncPLkSWzevBkAULx48bQSXrt27QydpvatawtHRUXBxsZGp9cXfn8kukCBAukuL1CgAMLCwr54u0/d5v39WVhYYMOGDejVqxeSk5PRq1cvNG7cGP369cPw4cMREhKCVq1aQalUYsaMGejQocNn90Xfz9HRkSVYh7B0E32Ddu3aYdq0aTj1VIXm7jwqossGV5BhyTUNxo4ZjQMHDwkdh4h0TEhICDZu3IjW4xtDZph15/1S5gj0f4Rq1at91/m/hoaGaNiwIRo2bAggdd3e06dP48SJE/jrr7+wdOlSSKVSVKlSBQ0aNICdnR3EYjHatWv33edkf+sqNbq0vvB/s2q12q/m/9pt2rZti7Zt26Z9f/bsWdy7dw/Lly+Hm5sbtm3bBltbW1SqVAm1atWCjY0NiHIzzgpF9A2KFy8Od7fC2BOoEjoKfYWBVIT59aU4eOgwTp48KXQcItIxkyZPgomlMWp1ryp0FPoKlUKF4MtP0LRJ00y5P2tra3Tu3Blr1qxBaGgogoOD8fvvv8Pa2hpLlixJWx7I39//s/fx4drCn/ItawsD376+8J07d9K+7t+/jytXrqS73afWF3769Cl69uyJe/fuoUKFCli2bNknM7w/+v7+CPV7r1+//uhI9n9vl5HbyOVyDBkyBKtWrcLjx4+hUqlQu3ZteHh4wN3dHVevXv3svohyC5Zuom8gEonQrkMn7H8MqDSc2EPXdSwuRXUnGUZ7j8jwuo5ElHtdvnwZftv90HJMI+gb8Si3rnt8IxTJiSlo3Lhxpt+3SCRCkSJFMGTIEOzZswdv376FRqOBSqVCmzZtPnu7D9cW/u9KMe/XFu7cuXPaUd8fXV/4/bKw779cXFy+evv36wvv2bMHY8aMwerVqz+5nYuLC2xtbXHixIm0yxQKBc6dO4dq1ap99v6rVq2a7jYAcPz48c/eZtasWWjatCnKlSsHtVoNlerfAxhKpZK/pylPYOkm+kZt27ZFdIISF8L5y0HXiUQiLG6oh3sBgVi7dq3QcYhIB2i1Wnh7j4Rj8UKo2r680HHoG9w6fBcOTg7pJl3VBd+6tjCg2+sLi0QieHt7Y+7cudi7dy/u37+PPn36wMjICN26dUvbrlevXpg0aVLa9yNHjsTx48cxb948PHz4EPPmzcPJkyc/udpOQEAA/Pz80s5XL1q0KMRiMdauXYtDhw7h4cOHqFix4jc/L/RpnOldON/63LN0E32jChUqoJC9LYeY5xAVC0rQo5QM/5syGXFxcULHISKBbd++HdeuXUf7/zWHWMK3P7pOrVLjztEAdOnU5buX+8oq79cWdnV1RefOneHq6oqBAweibt26uHz5crrzwWfOnInQ0FC4urrC2tr6m/fh5eWFNWvWwNfXFyVLlkTt2rXh6+v71SPd79cXLlasGJo0aQIPDw/4+Ph8dvvx48fD29sbQ4YMQYUKFfDixQscP3483eRy4eHhiIiISPu+WrVq2L59O9avX49SpUrB19cXfn5+qFw5/cSEWq0WAwcOxOLFi9OGwRsaGsLX1xczZ85E//79sXz5chQsWPCbnxdK7/1pCklJSQInybveP/f/PWXkv7hOdxbjOoOZT8jndMSIEdi7aSXCRxjo3JsA+tjzOA3c/0jGyNHjPjljPhHlDYmJifAo6g7r4pYYvKqX0HHoGzw4H4ylvdbgxo0bKF9euJEJfB8nDD7v3y4iIgKxsbGwsbGBkZER359mE61Wi6SkJLx+/Rr58uVLW8L5c1i6sxhfNDKfkM/p2bNnUbduXVzzMkbFghJBMlDGTD+TgnlXtHgYFAxnZ2eh4xCRAKZMmYIFixZg+okxsHL4vlmpKXttmrATL29G48mjJ4KWCL6PEwaf92+n1WoRGRmJ2NhYoaPkSfny5YOtre1XX6e4ZFgWc3Jy4idOmczJyUmwfdeoUQP5LcyxJzCZpTuHGF9dH2v+TsGE8ePht2OH0HGIKJs9evQICxcuQKOfarNw5xAqhQp/H3+AEUNG8j0U0VeIRCLY2dnBxsYGSqVS6Dh5ip6eHiSSb+sDLN1ZLDQ0VOgIlImkUilat22PPQc2Y279r69jScIzlokwt44EfXbuxICTJ9GgQQOhIxFRNtFqtRg+fDjMC5ih8eC6QsehbxR48RESYhPRuXNnoaMQ5RgSieSbCyBlP84kQpRB7dq1Q3CUAoHRGqGj0DfqWVoPdV1k8OrXB/Hx8ULHIaJssnv3bhw7dgztpjSHzODLk9yQ7rh58C7ci7qjZMmSQkchIsoULN1EGVS/fn2YmhhxFvMcRCwSYW1LGaJfR2LC+PFCxyGibPD69WsM/mkwyjb2RJlGJYSOQ99IKVfi7okH6Nq5K0eTEVGuwdJNlEEGBgZo1qwF9gRxgo+cxMVCjF/r6WHFypU4c+aM0HGIKAtptVr8NOQnKNRydJ3VluUtBwk4F4yk+GQOLSeiXIWlm+g7tGvfHrdfKhAayyHmOcmQinqo5SxD/769kZiYKHQcIsoiO3bswJ7de9B5ZmuYWZt+/QakM24e+hslPEugWLFiQkcB8O+EuPzK3i8hJ80lygos3UTfoWnTptCX6WFvIGeJzEneDzOPjHiJSZMmCR2HiLJAZGQkfhryE8o3K4UKLUoLHYcyQJGswL2TgejapavQUdKEhoZCq9XyK5u/OBEx5TYs3UTfwdTUFE2aNMGWAA4xz2ncLMWYU0eKZcuW4fz580LHIaJMpNVqMWjwIKhFKnSZ2UboOJRB9848REqSnEPLiSjXYekm+k79+nvh5gsFbkWohY5CGTSisgzVHGXo16cXkpKShI5DRJlk69at2L9vP7rMagPT/CZCx6EMunnwLsqUKwM3NzehoxARZSqWbqLv1KxZM9jb2mD1TYXQUSiDJGIR1rXUw/Nn4ZgyZYrQcYgoE7x8+RLDhg9DxVZlUK4pl5rKaVISUhBw5iG6dtadoeVERJmFpZvoO0mlUvQfMAhbAjRIVHCYeU7jYSXB3Lp6WLJkCfbv3y90HCL6ARqNBv29+kMr1aDzjNZCx6HvcPdUIOQpCnTq1EnoKEREmY6lm+gH9O/fHwlyDfwCOKFaTuRdRYbWRWXo3asHQkJChI5DRN/pl19+wbGjx9BzfgeYWBgLHYe+w9U9t1C5ciU4OzsLHYWIKNOxdBP9ACcnJzRu1ACrb3PpsJxIJBLBt7U+LCQp6NCuLVJSUoSOREQZdPLkSUybNg3NhteHZ52iQseh7/A6NBoB/kH46achQkchIsoSLN1EP2jAwMG48kyBu684oVpOlM9AhF0dZAgIuIdR3t5CxyGiDHj+/Dm6dO2CYtWLoPmIBkLHoe/kv+UKLCwtOLSciHItlm6iH9SyZUsUsM7PCdVysHJ2EixrLMPKVauwefNmoeMQ0TdQKBTo2KkjINOg75IuEEv4liYnUiQrcGXXTfTv1x+GhoZCxyEiyhL8DUX0g/T09NC3/wBsDtAiSckJ1XIqr3J66FlKhkEDByAgIEDoOET0FePGjcONGzfgtbw7TCx5HndOdePg30h8l4TBgwcLHYWIKMuwdBNlAi8vL8QmqbDrASdUy6lEIhFWNNeHi5kGHdq1QUJCgtCRiOgz/Pz8sHTpUnSY2gIuZR2FjkM/wH/zVTRu3Biurq5CRyEiyjIs3USZwNXVFQ3q1eWEajmcsUyE3R308DwsBAO8vKDVcuQCka4JDAxEv/79UKl1WdTuWVXoOPQDQu6EI/RuOIYOHSp0FCKiLMXSTZRJBgwajAthCjyI4oRqOZmHlQRrW8qw3c8Ps2fPFjoOEX3gzZs3aN2mFSwKmqP73PYQiURCR6IfcG7zZTg6O6Jp06ZCRyEiylIs3USZpE2bNrDOb4E1tzjEPKfrVEIPs+rqY9q0afD19RU6DhEBSE5ORstWLfDqzSsMWtUT+kYyoSPRD0h4m4ibB+9iyOAhkEgkQschIspSLN1EmUQmk6F33/7YcE+DFBWHJed0U2rK4FVOhgEDvHD8+HGh4xDlaWq1Gt17dMfNW7fw05resHG2EjoS/aBLO29ApAX69esndBQioizH0k2UiQYMGICYRBX2BKqEjkI/6P3Eao0KS9ChfVvcuXNH6EhEeZJWq8Xo0aOx76996L+0K1zKcOK0nE6j0eDClqvo1KkzrK2thY5DRJTlWLqJMpG7uztq16yB1bd5XnduIBWL4NdeH+7mKjRr0hjh4eFCRyLKcxYvXoylS5eiy8zWKN2whNBxKBM88A/G6/BoTqBGRHkGSzdRJhs8ZCjOhihwJ5LFOzcwkYlwsIsM+sq3aNakEWJjY4WORJRn+Pn5YcyYMWgypC5qdedM5bmF/6YrKF22NCpXrix0FCKibMHSTZTJOnTogMLOjph7gROq5Ra2JmIc6SrDy7AnaNumFeRyudCRiHI9f39/9OrVE5XblEPrsU2EjkOZJPpZDO6dCcSwIcM4+zwR5Rks3USZTCqVYsKkKdj1QIGgaB7tzi2KWkmwv7MMly9dRJ/evaFW89+WKKvcu3cPrVq3gmtFZ/Sc14HlLBc5v/UKTM1M0a1bN6GjEBFlG5ZuoizQu3dv2BWwwa8XebQ7N6nhKMWWNvrYsXMHvPr3h0ajEToSUa7z4MED1KtfD+b2phjo0wNSmVToSJRJUhLluOR3A/369oORkZHQcYiIsg1LN1EW0NfXx9jxE7H5nhJhsSxmuUn74nrY1MYAGzdtxAAvLxZvokz08OFD1K1XB4ZW+hixuT8MzQyFjkSZ6Nymy0hJkGPUqFFCRyEiylYs3URZZODAgTA3M8eCSzz/N7fpVlIPG1rrY73vegweNIjFmygTBAcHo269OtAzl2LEpv4wsTAWOhJlInmSAqfWnEefPn3g6Mhl34gob2HpJsoixsbG8B49BmvuqBGZwFKW2/QoJcP8+vpYt24t2rRpw+JN9AMCAwNRvkJ5vH79GoP/7AXT/CZCR6JM5r/lMpLeJWPy5MlCRyEiynYs3URZaNiwYZDpG2DxZYXQUSiTPY/TYNYFJQxkUhw8eBD9+vXl5GpE3+Hvv/9GjVo1oNRPnQPDd4wfUhI5Qig3USQrcPLP8+jVqxecnZ2FjkNElO1YuomyUL58+TB02Aj43FQjJlkrdBzKJC/jNPBckQSNSIJzi7pj88QW2Lx5M3r17AmVSiV0PKIc48aNG6hVpxbkpnK4THeBbU87hNwJw/I+ayFP4oeVuYX/1itIeJuIKVOmCB2FiEgQLN1EWWzUqFFQQYLl1/gGMjeITNCgxMokqCDB6QXdUN7dFt3qlcD2ya2wY+cOtG3TBomJiULHJNJ5Fy9eRN16daGx0sBxrCOkplJY1rGEbQ87PLkVhuV9WbxzA0WKEif/PI+ePXuicOHCQschIhIESzdRFrOxscGAgYPw+3U1EhQ82p2TvU7QoLhPEhQaCU7N74qKHnZp13WoVRQHZrbHmdMnUb9eXURFRQmYlEi3nT59Gg0bNYSooAgOYxwgMZakXWdZ1xK2PWzx+EYolvdbB0Uyi3dOdmHbVcS/ScDUqVOFjkJEJBiWbqJsMG7cOMTLgZU3+OYxp4pO0qCYTxJSNGKcmNcZlYvZf7RNk4qFcXZBF4Q8CkT1alXx9OlTAZIS6bY///wTjRo3gp6rHhxGOUBiKPlom/z18sO2my0eXw9h8c7BlHIlTqzyR/fu3eHq6ip0HCIiwbB0E2UDBwcH9OrVC4uuapCi4tHunCY6SYOifyQhWS3G8V87o1qJQp/dtoKHHS7/3gNIiUXVKpVx8+bNbExKpLtUKhWGDx+OQYMGwby2ORxGOkCs//m3Ifkb5EeBrgXw6FoI/vDyhSJFmY1pKTNc9LuOd1FxPMpNRHkeSzdRNpkwcSJeJ6iw/jbfOOYkMf8U7kSVCEd/6YQang5fvU1hu3y4uLg7XKz0Ubt2LRw9ejQbkhLprrdv36JJ0yb4w+cP2PWyg31Pe4ikoq/ezqqhFQp0KYDgK0/g0389i3cOopSrcHzlOXTt1hVFihQROg4RkaBYuomySZEiRdCpYyfMv6KGUs2j3TlBbIoGRX2SkKgU4ejczqhVyvGbb2udzwin53dBvVIF0aJFC/j4+ECr5b875T1BQUGoUKkC/K/4w2msE/LXy5+h21s1soJNJxsEXXmCFQN8oZSzeOcEl3Zex9vIWEydwqPcREQs3UTZaNLkyQiNUWLTXb5p1HVxKRp4LE9CnEKEw3M7oXbpby/c7xkZ6GHP9LYY2rIshg4dCq/+/ZGSkpIFaYl00/Hjx1GxUkVEJkfC+X/OMClu8l33Y93EGjYdbfDw0mOsGLCBxVvHKeUqHF9xFp27dEbRokWFjkNEJDiWbqJsVKpUKXTq2BH/O6dGImcy11lxKRq4/5GEWLkIh2Z3RN0yTt99X1KJGL8PbQDfcc2xZcsm1K5VE8+fP8/EtES6R6vVYunSpWjatClELiI4TXGCfgH9H7pP66apxTvw4iOsGLgBSrkqk9JSZruy+wZiImIx7X/ThI5CRKQTWLqJstm8+fPxJhmYf1EudBT6hASFBh5/JCEmBTgwqwPql3POlPvt3agkLi7ugYiwxyhfrizOnz+fKfdLpGsUCgUGDhyIkSNHwqKRBRxGOkBi9PEM5d/Duqk1bNrbIPDCI6wazOKti9RKNY6tOIeOnTqiWLFiQschItIJLN1E2czZ2RmjRo/BgitqPI/TCB2HPpCoSB1SHp0M7J/ZAY0quGTq/Zd3t8WN5T1RzN4Y9erVwx9//MHzvClXiY6ORv0G9bHOdx0K9i8Iuy52EIm/PmFaRlg3t4Z1O2sE+Adj1U8bWbx1jP+WK3jzIgb/m/o/oaMQEekMkZbv+IiyXVxcHIq4FkYj+3hsamsgdBwCkKTQwH15El4lAft+bo9mlbNuTVmlSo1xf57B73tvoFu3rvDxWQFzc/Ms2x9Rdrh48SK6du+KV7GvUHBYQRgXMc7S/b0+8BpRe6PgWbcoBvn0hFQmzdL90dclvkvC9DoL0KldZ6xdu1boOEREOoNHuokEYGZmhtlzf8Hmuwpce6EWOk6el/TPkPJXSVrsndEuSws3AOhJJVgypAG2TmqFg/v2okzpUrh06VKW7pMoq8jlckyYMAE1a9bEW9lbOP/POcsLNwDYtLSBdWtr3D/9EH8O3QyVgke8hXZ42SloVcCcOXOEjkJEpFNYuokE0q9fP5TyLI5Rx5UcYiygFFXqsmARCVrsmtYWLaq4Zdu+u9Yrjjsr+sDeRItatWph5syZUKlYHCjnuHPnDspVKIeFvy2ETXsbOE1ygsxKlm37t2mdWrzvnQrE6mFboFbyQ0yhvAqJwrmNlzF50mTY2toKHYeISKdweDmRgE6dOoUGDRpge3tDdPbUEzpOnpOi0qDoH0l4HqfFzv+1QdsaHoLkUKk1mL3lImZtuYSqVapgy9ZtcHL6/hnTibKaSqXCggULMG36NOjb6cPWyxaGjoaC5Xm15xWiD0SjTKMS8FrWHRK9zJm4jb7dioEb8CboHYIfBsPQULj/C0REuohHuokEVL9+fbRs0RwTTquQouLnX9lJodKg2B9JePZOC7+prQUr3EDqsmIzetXEuUXd8PzpQ5QuVQrbtm3jCAjSSY8ePUL1mtUxZeoU5GuUD07/cxK0cANAgXYFkL9Fftw5HoA1I7byiHc2C7r8GH+fCMD8X+ezcBMRfQKPdBMJLDg4GCVKFMfMWlJMqvlj69jSt1GoNCjuk4SQWC22T2mNjrWLCh0pTWxCCn5aehzbzzxAyxYt4LNiBQoVKiR0LCJotVqsWLECY8aOgchMBDsvOxgVMRI6VjqROyPx5vAblG3iif5Lu0Ei5RHvrKZRa/Brq+WwNbXHlctXIBJl7mz1RES5AY90EwnM3d0dQ4cOw9yLKkQmcAmxrKbSaFBiRRKexmqwdXIrnSrcAJDPxADbJrfC3hntcPOKP4oXLwYfHx9oNPy/QcJ58eIFGjVuhKFDh8KoqhGcf3bWucINALYdbZG/aX7cOnoP67y3Qa3iEe+sdmnndYQ/eI4li5ewcBMRfQaPdBPpgJiYGLgVdkH7wslY3YpD87KKSqNBCZ8kPIrRYPPEluhWr4TQkb7oXWIKJq45h5UHb6Na1SpYvWYtihcvLnQsykO0Wi22bduGwUMGQyFRwLavLUxLmgod66sid0Qi+kg0KjQvjb6Lu/CIdxZJjE3CjHoL0bpFG2zauAlTp06FVqvFxIkTYWqq+/9PiIiyC490E+kAS0tLzJg5C2vvKPF3JI/MZAWVRoOSPol49EaDjeNb6HzhBgBzYwOsGNkY/r91x5sXj1GmTGn8/PPPkMvlQkejPODWrVuoU7cOunfvDkkxCVxmuuSIwg0Atp1skb9xftw49Dd8x/hBo+ZIkaywf9ExaFXA/HnzAQCOjo5YvHgxPDw8sHHjxlwxQsfZ2RkikYhf3/Hl7Ows9D8fkc7gkW4iHaFUKlGyRDEUVD/DyR76HKaXiTQaDUquSEJgtAbrxzVH70YlhY6UYSkKFeZsvYRf/a7CydERCxf9htatW/P/CWW6Fy9eYPKUydi0cRMMCxrCupM1TEvljLL9XxFbI/DmxBtUalUWfRZ1hljCYw2ZJTzgBX5ttQwLFizA6NGj/708PBzjx4+Hn58fKlWqhKVLl6Jy5coCJv0xIpGIk1p+Jz53RP/ibx8iHaGnp4eFvy3B6acKHAjmWs2ZRaPRoPTKJDyI1mDNmKY5snADgIFMill9auHvlX1RJL8Ybdu2Rb26dXHnzh2ho1EukZiYiBkzZsCtiBv8/vKDXU87uPzskmMLNwDYdbND/ob5cW3/bWwYu4NHvDOJVqvFjun74VHUHcOHD093naOjI7Zv3w5/f38oFApUqVIFvXv3xsuXLwVKS0QkPJZuIh3SvHlzNKhXF6NPqJCk5KfDP0qj0aDsn0m4H6XB6lFN0a9JaaEj/bDiTlY4MrcjDs/piFehD1CuXDl49e+PyMhIoaNRDqXRaODr64vCboUxa+4smNQ1QeFfCsOyniVEkpw/ksKumx0s61vi6l+3sHH8ThbvTHB17y08vhmC5cv+gJ6e3ie3qVmzJm7cuIE///wThw8fhru7O3755RekpKRkc1oiIuFxeDmRjnn48CHKlC6FYeVFWNjIQOg4OZZGo0GF1Um4HanBKu8mGNi8jNCRMp1Spcaqg3cwfdNFKDQiTJo0Gd7e3jAy0r1ZpUk3nTlzBt6jvXH3zl3kq5wPNh1sILOWCR0rS7zc+BIxp2NQtUMF9JzXAWIxjzt8j+S4ZMxosAiN6jbGDr8d33Sb2NhYzJw5E8uWLYOjoyMWLVqUY06P4RDp78fnjuhf/I1DpGOKFi2Kn2fOwuKrSlx5zmHm30Oj0aDSmtTC7TOiUa4s3ACgJ5VgWJvyeOw7EF6NimH69GlwLeyCJUuWIDk5Weh4pMOCg4PRslVL1KtXD08TnqLw1MIo9FOhXFu4AcC+lz0s61ri8q4b2DxxV66Y5EsIfy08BkWiEosWLvrm2+TLlw+//fYb7t69iyJFiqBt27Zo1KgRAgICsjBp1vja5GF9+vRJt92VK1fS3V4ulyN//vwQiUQ4e/ZsuusOHjyIOnXqwNTUFEZGRqhYsSJ8fX2/mikhIQHDhg1DoUKFYGhoiGLFimHFihXf/Ji2b98OkUiENm3apLt8y5YtcHBwgKWlJcaNG5fuutDQULi7uyMuLu6b90OUl7F0E+mgMWPGoHzZsuh7QIUUFT8lzgiNRoOqa5NwM0KD5cMa4qeW5YSOlOUsTA2w+KcGCFo3AM3K2mLs2DEo7OLM8k0fCQ8Px7Bhw1C8RHGcunoKDj85wGmKE4zc8sboCPve9rCoa4FLO29gy6TdLN4ZFHT5Mc5tuoRff/kVDg4OGb59sWLFcOTIERw4cAChoaEoXbo0hg8fjpiYmCxImzUiIiLSvpYsWQIzM7N0l/3+++9p2zo4OGD9+vXpbr93716YmJh8dL/Lli1D69atUa1aNVy9ehV3795Fly5dMHjwYIwdO/aLmUaNGoWjR49i8+bNCAwMxKhRozB8+HDs27fvq48nLCwMY8eORc2aNdNdHh0dDS8vLyxcuBDHjh3Dhg0bcOjQobTrf/rpJ/z6668wMzP76j6IiKWbSCdJpVKs892Ap281+Pksl4f6VhqNBtXXJeHaSw1+H9IAQ1uXFzpStipslw9rxzRD0LoBaFqG5Zv+FRAQgF69e6Gwa2Gs3rgaVm2t4DLbBeaVzXPEEN/MVLB3QVjUtsDFHdexdcoeFu9vlJKQgs0TdqNmrZoYNmzYd9+PSCRCixYtEBAQgF9//RUbNmxAkSJF4OPjA5VK90d32drapn2Zm6f+/Pz3svd69+6N7du3p3v9XbduHXr37p3uPp89e4YxY8bA29sbc+fORfHixeHm5oYxY8ZgwYIFWLRoEa5evfrZTJcvX0bv3r1Rp04dODs7Y+DAgShdujRu3LjxxceiVqvRvXt3/PzzzyhcuHC6654+fQpzc3N07twZFStWRN26dfHgwQMAwNatWyGTydCuXbtvft6I8jqWbiId5enpiWnTZ2DBZSVuvOTa3V+j0WhQyzcJV15o8NvgehjRtoLQkQTjam+BdWM/Lt+//vor3rx5I3Q8ykaXLl1Ci5Yt4OnpiZ2Hd8K6kzVcF7jCurk1xLK8+xagYN+CyFcrHy5sv4ZtU/eyeH+DPb8eRmJMMnzX+2bK+fAymQxjx45FcHAw2rRpg2HDhqFcuXI4c+ZMJqTVDeXLl4eLiwt2794NILVc+/v7o2fPnum227VrF5RK5SePaA8aNAgmJibYtm3bZ/dTo0YN7N+/Hy9evIBWq8WZM2cQHByMxo0bfzHfzJkzYW1tjf79+390XZEiRZCUlITbt28jJiYG169fR6lSpRATE4Np06Zh+fLl3/IUENE/8u5vXKIcYPz48ShVsiT6HlBCzmHmX1R3QxIuPtNgwcC6GNW+ktBxdML78v1w7QA0L2uHGdP/BweHQhg8eHDaEQvKfVQqFXbv3o1qNaqhevXqOHPnDAp6FUThXwvDqpEVJAYSoSPqhEL9CiFfzXw4v+0qtk/7ixM+fcGD88Hw33IFC+Yv+OiI6I+ytbXF2rVrce3aNZiYmKBevXpo3749QkJCMnU/Qunbty/WrVsHAFi/fj2aNWsGa2vrdNsEBwfD3NwcdnZ2H91eJpOhcOHCCA4O/uw+li5diuLFi6NQoUKQyWRo0qQJfHx8UKNGjc/e5uLFi1i7di1Wr179yestLCywYcMG9OrVC5UqVUKvXr3QuHFjjB07FsOHD0dISAjKli0LT09P7Nq161ueCqI8TSp0ACL6PD09PazfsBEVKpTHbH85ZtXjbOafUm9DIvzDNfi1fx2M7VhZ6Dg6x62gBdaMaYq5/Wph1aE78Nm1FatWrULjRo0w0tsbjRs35kzOuUBMTAxWr16NpcuX4uXzlzD1MIXjSEeYljaFSJy3hpB/q0L9C0Gr0cJ/yxWIxCJ0+blNnhtu/zXJ8SnYMnE36tari8GDB2fZfipUqICLFy9i69atGD9+PIoVK4YmTZpAKs3et6pisRhTpkxB6dKZs8Rkjx49MHHiRDx9+hS+vr5YunRphu9Dq9V+8f/l0qVLceXKFezfvx9OTk7w9/fHkCFDYGdnhwYNGny0fXx8PHr06IHVq1fDysrqs/fbtm1btG3bNu37s2fP4t69e1i+fDnc3Nywbds22NraolKlSqhVqxZsbGwy/NiI8gqWbiIdV7p0aUyZMhWzZ81Eu2J6KGvHo1QfargxEWdC1ZjTtxYmdKkidBydZmNhjP/1qI4Jnatgx7lALN57E82aNYOHexEMGToMPXr0gKWlpdAxKYPu3buHpUuXYtPmTVCpVTCrYgbXAa4wdDIUOlqO4DDAAdAC5zZdhkgsQufpOWMpq+yye85BpMQpsG7tuiz/cE4kEqF79+5o3bo1Fi5c+NHM39lBLBZDqVRm2v3lz58fLVq0QP/+/ZGSkoKmTZsiPj4+3Tbu7u549+4dXr58CXt7+3TXKRQKPH36FPXq1fvk/ScnJ2Py5MnYu3cvmjdvDgAoVaoU7ty5g4ULF36ydD958gShoaFo2bJl2mXvT7GQSqUICgqCq6trutvI5XIMGTIEmzdvxuPHj6FSqVC7du20/FevXk13f0SUHks3UQ4wefJk7N29C30PPMK1/mLIJHxDCABNNifiZIgas/rUxORu1YSOk2PI9CTo0cAT3euXwMWA5/h9702MGTMa48aNRdu2bdG/vxfq1asHiYQf8Oiq8PBw+Pn5Ycu2Lfj79t8wyG8A8+bmsKxtCakZf7VnlMPA1OJ9dsMliMVidPxfSxZvAAHngnDB7xpWrVoFZ2fnbNuviYkJZsyYkW37y2r9+vVDs2bNMGHChE++rrZv3x7jx4/HokWLsGhR+qXYVq5cicTERHTt2vWT961UKqFUKj/6QEQikXx2roKiRYvi3r176S6bOnUq4uPj8fvvv39yZvpZs2ahadOmKFeuHG7fvp1u0julUgm1mnPPEH0JfzMT5QAymQzrN2xEpUoV8esFEabV1hc6kuCab0nEsSdqzOhVA1O7Vxc6To4kEolQw9MBNTwd8PptIjadvI+1x86gkd8OFLS3Q/cePdGzZ094enoKHZUAREZGYteuXdiybQuuXLoCiUwCk9ImcBjmALMyZhBJWRJ/hMMgB0ADnF5/ARABHafm7eKdFJeMLRN3o0GDBhgwYIDQcXK0Jk2aICoq6rPLazk6OmL+/PkYO3YsDAwM0LNnT+jp6WHfvn2YPHkyxowZg8qVP33qlJmZGWrXro1x48bB0NAQTk5OOHfuHDZu3IjffvstbbtevXqhYMGC+OWXX2BgYPDR63q+fPkA4JOv9wEBAfDz88OdO3cApJZ2sViMtWvXwtbWFg8fPkTFihW/45khyjtYuolyiHLlymHixEmY/esvaFtUipIF8u5RyNbbEnH4sRr/614N03t+fqIY+nY2FsYY07EyRneohKuBL7HpZADWrFyO+fPno0zpUmjXvgPatm2LEiVK5Okikt1iYmKwZ88ebN22FefOngPEgImnCQoNLATTsqaQGObd14Gs4PCTA7RaLU6vuwCxSIT2U1rk2f/vO2cdgDJJjXXr1uXZ5yCziESiL547DaSute3q6oqFCxfi999/h1qtRokSJbBixQr07dv3i7fdvn07Jk2ahO7duyMmJgZOTk6YM2dOunPww8PDv+v0AK1Wi4EDB2Lx4sUwNjYGABgaGsLX1xdDhw6FXC7H8uXLUbBgwQzfN1FeItJyuk6iHEMul6N82dLQjwvBlb760MuDw8zbbk/EX0FqTO5aFbP71uKbwSykUKpx+NoTbDsTiMPXnyIhSQ4318Jo26492rZti8qVK3MCtiwQHx+P/fv3Y+u2rTh+/DjUajVMi5nCpJIJzMqbQWrCz8uzWvgf4Yi7HocGXrXQfnLzPPc6c+90IP7ovx5r165Fv379hI4jKJFIxJntvxOfO6J/sXQT5TDXr19HlSqVMauODJNr5q1h5u39ErHnoRoTOlfBL/1r57k3wkJKUahw6nYo9l4Ixv6rTxH1NgF2tgXQuk1bNG/eHLVq1frs0En6Mo1Gg4CAAJw7dw6nTp3C4SOHoZArYOr+T9GuYAa9fHpCx8xzwpeHI+5GHBoOrI12E5vlmdebxHdJmN14MSqXrYrDhw/nmcf9OSyO34/PHdG/WLqJcqCJEydi8aIFuDnAEJ42eWN4aaedSdj5QIWxHSth/oC6ef6NoJDUag0uBjzHX5ceYe+lxwiNeAuJRIKKFcqjXv0GqFevHqpVqwZDQ86e/SlqtRp3797FuXPncPbsWZw7fw6xMbEQS8UwLmwMozJGMK9kDpmVTOioeV7Y0jDE34pH48F10GZ80zzxuuM7ejsenH6MgPsBKFSokNBxBMfi+P343BH9i6WbKAdKSUlBxfLloIp+guv99WEiy91vBLvtTsK2+yqMal8RiwbVyxNvfHMKrVaLJy9jcfpOWOrX388Q9TYB+voyVKtaDXXr1UOVKlVQvnz5PLscmUqlwp07d3Du3DmcOXsG/uf9Ef8uHhI9CYxcjWDgYQBjD2MYuRpBrM/h+rom7PcwxN+OR5MhddF6bJNc/fpz53gAVg7aAF9fX/Tu3VvoODqBxfH78bkj+hdLN1EOFRQUhArly6KFixpb2+nn2jeCPfYkYcs9FUa2rYDFP9XPtY8zt9BotAgIi8Lp22E4fScc5+49x7uEZABAYRcnVKhYGRUqVECFChVQrlw5mJubC5w4cymVSjx9+hQPHz7EgwcPcM7/HC5cuIDEhERI9FNLtqGHIYyLGsPQxRBiGUt2ThC2JAzxd+LRdGg9tBrTOFe+Dr15/ha/tFyKOjXrYv++/bnyMX4PFsfvx+eO6F8s3UQ5mJ+fH7p06YI/mhlgSMXcNxS1z19J2PC3CkNbl8OyoQ35JjAH0mi0ePzyLW4ER+BGcCRuBL/CrcevkJgsBwC4FnaGh0cxeBQtCnd3d7i7u8PDwwP29vY6+++t1WoRHR2NoKAgPHz4MO3PBw8fICw0DGpV6nq1eoZ6MHA1SF+ypSzZOVXY4jDE/x2P5iMaoOWoRkLHyVRKuQqLOq2E5p0Wt2/dybOjUj6FxfH78bkj+hdLN1EON2L4cKxc4YOLfQ1RsWDuOb/ba38S1t5WYXCLsvAZ0UhnCxhlnFqtwcNnb3AjOBJ/P32N4OdvEfwyFk9fxkCt1gAAjI2NUMTNFS6F3WBraws7O7u0r/ff29jYQCrN3Jm8tVot3r17h+joaLx58wbR0dGIjo7Gy5cvERQUhAcPHyAoKAhxsXGpNxABRjZGkBSQQGYrg76tPmR2qX9K80n5/zaXCf0tFAl3E9DCuyFajGwodJxMs/V/e3Flxw1cunQZ5cuXFzqOTmFx/H587oj+xdJNlMMpFArUqlEdkY//xq0BBrA0zPlv8gceSMbqW0oMbF4GK0Y0hlic8x8TfZ1SpUZI5DsEPXuD4OcxCHoeg/DX8YiMTUbEmwRExSakewMnEolgamIMY2NjGBsb/fOnCYyNTWBiagojIyOIxWKo1WpoNBpoNJqP/p4QH4e4uHeIjY3Fq+goJCelQPNP8f+QnrEeDGwN/i3XdvrQt9OHzEbGIeJ5TOjCUCTcT0DLUQ3RfETOL95X997C+tHbsWrVKgwcOFDoODrH2dkZYWFhQsfIkZycnBAaGip0DCKdwNJNlAuEh4ejbOlSqGqTjP1d9CHOwUfXfjqUjJU3lOjfpBT+HNWUhZvSKFVqvI5NQmRMIiJiEhARk4B3iXIkpihTv5KVSExRIOH993IVAEAiFkEsSv2SiEUQi0WQiAGxSAQTQxlMDWVIkiux6WQALOtZwrioMSQmEkhNpZCYSCAxkUCsx2JN/wpZEILEgES0HNUIzUc0EDrOd3vxMALz2v6Brp27Yv369RyZQUSURVi6iXKJI0eOoFmzZphbTx+Tcuj63cMOJ8PnuhJ9GpfEmtHNWLgp20TGJMCu83IUGlwI+arkEzoO5QAh80OQ+CARrcY0RrNh9YWOk2HJ8SmY13o5rE1tcOXyVRgZGQkdiYgo1+JH90S5RNOmTTF16lRMPavAmRCV0HEybOSR1MLds6EnCzdlO5t8qYVDk/Tx0HKiT3EZ7wLjYsbYv+gYjvqcFjpOhmi1WmwcvxOJb5KxZ/deFm4ioizG0k2Ui8yYMQN1atVC171KRMTnnPIw+lgKll1Xonv9Elg3hoWbsp9YLIZIIoI6SS10FMpBXCa4wLioMf5acBTHVp4ROs43O7X2PG4fvYeNGzbCzc1N6DhERLkeSzdRLiKRSLB1ux/ERvnQZY8CKo3unz0y/kQKllxRoEud4vAd1xwSCV+WSBgSiZilmzLMZaILjDyMsHfeERxfdVboOF/16FoI9vx6GOPHj0ebNm2EjkNElCfw3S1RLlOgQAH47dyNi89UmHpaLnScL5p0MgULLyvQqU4xbJzQgoWbBKXH0k3fyXmCM4yKGGHPr4dxYvU5oeN81ruoeKwbsRU1atTAnDlzhI5DRJRn8B0uUS5Us2ZN/PrrPMy7qMD+IKXQcT7pf6dTMO+SAu1reGDzxJaQsnCTwPSlEp7TTd9FLBbDeZIzjNyMsHvuIZxc6y90pI+oVWqsG74VMpE+/Lb7Zfoa90RE9Hl8l0uUS40ZMwatW7VE7/1KhLzVrSIx/UwK5lxQoE11d2yd3IqFm3SCkUzKI9303cRiMZwnO8PQ1RC7Zh/EqfUXhI6Uzr6Fx/D4Rih27tgFW1tboeMQEeUpfKdLlEuJRCL4btgIC2s7tNulQLxcN87vnnkuBbPPK9GqahH4TWkNPalE6EhEAABjAz2oE1i66fuJxWK4THGBYWFD7Jy5H6d1pHjfOX4fx1edxbx581CzZk2h4xAR5Tks3US5WL58+bDvwCE8jddDp91yKNXCFu85/nL8fE6J5lVcsWNqGxZu0ilmRjIe6aYfJhaL4TLVBYbOhtgxcz/ObLgoaJ6we8/hO8oP7dq3w+jRowXNQkSUV7F0E+VyJUuWxJ69+3AyRI3Bh+TQaoUp3r9ekGPaWQWaVCyMXf9rC5keCzfpFnNjA5ZuyhRisRgu01xg4GQAvxn7cHbjJUFyRD+LgU9/X5QqWRqbNm6CSMTlGImIhMDSTZQH1K9fH2vXrsO62wrM8ldk+/4XXJRjymkFGlVwwZ7pLNykmyxM9KFJ0a35DyjnEovFKDy9MAycDLB9+l84t/lytu4/4W0i/ui7HlbmVjh44CCMjIyydf9ERPQvlm6iPKJXr16YPXs2pp+Vw/dO9hXv3y7LMfG0Ag3KOWPvjHbQl3HGXNJNlmaG0Kq00ChYvClzpBVvRwNs+99e+G+9ki37VaQosXLARijjVDh29Disra2zZb9ERPRpLN1EecjkyZMxwMsLAw7KcfyJKsv39/sVOcafVKBuaUfsm9keBizcpMOszVOPBGqSWbop84jFYhSeURj6DvrYOmUPzm+7mqX706g1WD9qO54/iMChg4fh6uqapfsjIqKvY+kmykNEIhF8VqxAo0aN0X6nHHcis+781eXX5BhzQoFaJR1wYFYHFm7SebYWxgDA87op04nFYrj+7Ar9QvrYMnk3Lvpdy5L9aLVa7Jx9AH8fD8AOvx2oVKlSluyHiIgyhqWbKI+RSqXw27ETHsVLotk2BcLfZf5RvRXX5fA+pkANTwccnN0Rhvp6mb4Posxml98EAEs3ZQ2xWAzXma7QL6iPTZN24eKO65m+j1Nrz+OM70X4+PigZcuWmX7/RET0fVi6ifIgExMTHDx8BPr5CqDpNgXeJmfejOarb8ox/KgC1UsUwqHZHWBkwMJNOUNBq39KdzJLN2WNtCPedvrYNHEnLu26kWn3fePgHeyacxCTJ0/GoEGDMu1+iYjox7F0E+VRtra2OHr8JCLlhmi7Uw656seL97rbcvx0WIEqxQri8JyOMDaUZUJSouzhYG0GANAk8Zxuyjpi6T9HvG31sXH8Dlze/ePF+9HVp/AdswPde3TH7NmzMyElERFlJpZuojzMw8MD+w8ewpUXWvTZJ4fmB9bw3nBHgUEHFajkYY+jv3Ri4aYcx9aCw8spe4ilYrjOcoV+ARk2jNuBK3tufvd9vXz0CisHbUStmrWwbu06rsVNRKSDWLqJ8rjq1atj85at8AtQYtJJ+Xfdx+a/FfA6KEc5dzsc+7UTTFi4KQeSSsUQSUQs3ZQtxFIxXGe7Qb+ADL5j/XB1760M30fsq3fw6bseLo4u2LN7D2QyvvYSEekilm4iQocOHfDbb79h/iUF/riWsTW8t91ToO8BOcq42uLEr51haqSfRSmJsp6EpZuy0fviLbORwXeMH67tu/3Nt02OT8Ef/XyhLzLAkcNHYW5unoVJiYjoR7B0ExEAwNvbG97e3hh+NAXb7yu/6TY7AhTotU+OUoUL4OT8zjAzZuGmnE0qkfCcbspWYqkYbnPcoGejh/WjtuP6gTtfvY0iWYFVgzbi3Yt4HD1yDIUKFcr6oERE9N1YuokozaJFi9Cjew/02JuCnQFfLt67HijRfa8cns42ODW/C8yNDbIpJVHW0ZeKeaSbsl1a8bbWw7qR23Dj4J3PbqtIUWLFwI0Iv/sShw4egqenZ/YFJSKi78LSTURpxGIx1vv6okuXrui6JwW7H3y6eO8NVKLbHjlKOFnj9IKuyGfCwk25g5GelKWbBCGWiuE21w16VnpYO3Ibbh66+9E2SrkSqwZuROitZzhy+Ahq1KghQFIiIsoolm4iSkcikcB3wwZ07NgJXfakYG9g+uK9/6ESnXfLUdQxP04v6AoLUxZuyj2MDWTQJHB4OQlDLBXD7Rc36FnqYc2ILbh15F7adUq5CqsGb8KTG2E4dPAQatWqJWBSIiLKCJZuIvqIVCrFps2b0a5dB3TanYL9QanF+1CwEh12yeFeyBJnFnaDpZmhwEmJMpepkR7UiTzSTcJ5f8RbaiHF6mGbcfvoPSjlKvw5ZBMeXQnBwQMHUbduXaFjEhFRBoi02h9YmJeIcjWlUomuXTpj/759GF9VigVXVHC1t8C5Rd1hnc9I6HhEma7OmC24GBKBosuKCh2F8jiNQoPHkx5B+VYFl9KOeP4gAgf2H0CjRo2EjkZERBnEI91E9Fl6enrYtt0PLVq2xPwrKtjnN8XZhd1YuCnXsjAxgDqFR7pJeGKZGK6z3CCSiBB29xn27tnLwk1ElEOxdBPRF+np6WG73w5UrVoNz6MTcOH+c6EjEWWZ/GaG0Cq10Kh4XjcJS6PQ4MWqF5CKpThw4CCaNWsmdCQiIvpOLN1E9FUymQwnT51Ghw4d0GnOPmw/80DoSERZwto8dRQH1+omIWnkGjxf+hwpD1Nw8MBBNG3aVOhIRET0A6RCByCinEFPTw+bt2yBTF+G7r9uhkKlRq+GJYWORZSpCliklm51shpSM/6KpOynkWvw7PdnUIYocfTIUU6aRkSUC/AdBRF9M4lEgvXrfSHTk6HPgnWQK9UY0KyM0LGIMo2dpQkAHukmYagSVHi++Dk0kRocP3YcNWvWFDoSERFlApZuIsoQsViMVX/+CX19fQxc7IPod8mY2KUKRCKR0NGIflhBq9TSrU7iZGqUvRRvFHi+6DkMFAY4dvYYKlSoIHQkIiLKJCzdRJRhYrEYy5Yvh7WNDSbPmIHnUfFYOrQBJBJOE0E5W0ErMwAs3ZS9Ul6k4Pmi57A2tcaps6dQpEgRoSMREVEmYukmou8iEokwffp0FCxYEIMHD8bLmARsndQShvp6Qkcj+m4F8/NIN2WvxEeJeL7kOdwLu+PEsROws7MTOhIREWUyHpYioh/i5eWFffv24fjtZ2gwYQfexCULHYnou8lkUojEPKebskfc7TiELwhHlfJVcPH8RRZuIqJciqWbiH5Y8+bNcebMWQRHJqL6qC0IjYwVOhLRdxNLxDzSTVnurf9bPFv+DC2bt8TxY8dhbm4udCQiIsoiLN1ElCkqVaqES5evQCkxQVXvLbjz+JXQkYi+i56UpZuyjlarRdTBKLxY9wID+g/Arp27YGBgIHQsIiLKQizdRJRpihQpgkuXr6CQcxHUGrsNJ2+FCh2JKMNkEglLN2UJrVqLiC0ReLXrFaZPn46VK1dCIpEIHYuIiLIYSzcRZaoCBQrgzNlzqFGzDppO2YnNJ+8LHYkoQwz1pDynmzKdOlGNZ0ueIfZMLFasWIEZM2ZwqUUiojyCs5cTUaYzMTHBvv37MXjQIPSctx7PouK5ljflGMYGeohPVAgdg3IReaQcL5a+gDRJiuPHjqN+/fpCRyIiomzE0k1EWUJPTw9r1q5FIQcHTJ45E3dDorBmVBMYG8qEjkb0RSaGelAnchZ+yhwJAQl44fMCTgWdcPjsYa7BTUSUB3F4ORFlGZFIhJ9//hk7d+7EgWuhqDZqC0IiYoWORfRF5kb6PKebfphWq8Wbk28Q9lsY6lSvg+tXr7NwExHlUSzdRJTlOnTogCtXriJRa4QKwzbixM0QoSMRfZaFqQHUySzd9P20Ki0iNkYgYnMEvEd44/Chw8iXL5/QsYiISCAs3USULTw9PXH9xk1UqloTTSbvwHy/K9BqtULHIvqIpakBtAottGr+/6SMUyWoEL4oHHEX4rBmzRr89ttvkEp5Nh8RUV7G0k1E2cbCwgIHDx3ChAkTMWHNWXSdux+JyZywinSLtbkRAPBoN2VYyvMUhM0Kg/S1FKdPnUb//v2FjkRERDqApZuIspVEIsHcuXOxc+dOHLwehmqjtuApz/MmHVLAwhgAuGwYZcjb828RMisEhW0K49aNW6hZs6bQkYiISEewdBORIP57nvfxGzzPm3SDrWVq6eZkavQtNHINXqx5gRdrX6BPjz64fvU6nJ2dhY5FREQ6hKWbiATz/jzvKtVqoemUHZi3ned5k/DsLE0AsHTT16W8TEHorFAk30zGxo0bsWbNGhgaGgodi4iIdAxLNxEJysLCAgcOHsSkSZMxce1ZNJuyC6/eJgodi/IwBxszACzd9GWxl2IROjMUDqYOuHnjJnr27Cl0JCIi0lEs3UQkOIlEgtmzZ+PIkSO4FfoOpQatx+GrT4SORXmUg3Vq6eY53fQpGoUGL9e/xPM/n6Nrx664ef0mihcvLnQsIiLSYSzdRKQzmjRpgrv37qN85RpoPnUnRv5xAikKldCxKI8xkEkhEnP2cvqYPFKOsNlhSLiSgLVr12LDhg0wNjYWOhYREek4lm4i0ikFChTAocOHsXTpUqw6cg+Vhm9CQGiU0LEojxFLxBxeTmm0Wi3eXnyLkJ9DYKdvhxvXb6Bfv34QiURCRyMiohyApZuIdI5IJMLw4cNx7dp1qPUtUGHYRvyx7yYnWaNsI5WIObycAACqOBWeL3+OF6tfoEv7Lrh18xZKliwpdCwiIspBWLqJSGeVKlUKN27eQv/+AzBs+Qm0mrYHUbFJQseiPEAmlfBINyHuVhxC/hcCcagYu3fvxqZNm2Bqaip0LCIiymFYuolIpxkaGmL5H39g//79uPLoDUoNXs81vSnLGUglUCeydOdV6iQ1Xqx5gfCl4WhYqyECAwLRrl07oWMREVEOxdJNRDlCy5YtcffefZQsWxmNJ/lh1IqTSExWCB2LciljAz2W7jwqITABIdNCoLijwLp167B/334UKFBA6FhERJSDsXQTUY5hZ2eHo8eOYdGiRVh5+B48B/GoN2UNUwMZNCzdeYpGoUHE1giEzgtFxeIVcf/effTt25eTpRER0Q9j6SaiHEUsFmP06NG4d+8+XDxKo/EkP/Sefwhv4pKFjka5iJmxPlQ8pzvPSHqahNAZoYg/F4/Fixfj7JmzcHZ2FjoWERHlEizdRJQjubm54dTp01i7di32XwtDMa+12Hb6AWc4p0yRz0QfmmTOXp7bqZPUeLnpJZ7Oegp3W3fcvnUb3t7eEIv59oiIiDIPf6sQUY4lEonQr18/BD4MQt0GTdHtl/1o8b/dCH/9TuholMPlNzWERq6BVsMPcXIjrVaLd9fe4emUp0i+nIzfFv2G61evo3jx4kJHIyKiXIilm4hyPFtbW/jt2IF9+/bh72eJKO61Dsv+ugG1mkcq6ftYmRsCAI9250KKKAWeLXmGZz7P0LhWYwQ9DMKoUaMglUqFjkZERLkUSzcR5RqtWrXCg8CH6N2nH0b8cRLVR23B/ZAooWNRDmSdzwgAuFZ3LqJVaRF1KApPpj6ByRsT/PXXX9j31z44ODgIHY2IiHI5lm4iylXMzMzwh48PLly4gDitCcoN8cWUdeeQwOXFKAPsLE0AsHTnFkmPkhDycwiidkdh5NCRCAoMQuvWrYWORUREeQRLNxHlStWrV8ftO39j8pSpWLTnJtz7rsGG4/eg4Tm69A3sWbpzBVW8Ci99X+LpnKcoWqAobty4gUWLFsHExEToaERElIewdBNRrqWvr48ZM2bg4cMg1KzXGH0WHEKl4Ztw/t4zoaORjitkbQoA0CTxnO6cSKPUIPpINJ5MfALFTQWWL1+Oa1euoWzZskJHIyKiPIilm4hyPWdnZ/jt2IHz589DZGqLWqO3oOOsvxASESt0NNJRDtZmAAB1Mo905yRarRbvrr9DyJQQvN71GgP7DMTTJ08xdOhQSCQSoeMREVEexdJNRHlGjRo1cPXadWzcuBGXHsWiaP81mLjmLOIS5UJHIx1jYiQDxBxenpMkPU1C+C/hePbHM9SpUAf3793H8uXLYW1tLXQ0IiLK41i6iShPEYvF6NmzJ4IfPcakyVOwdP8dFOm7GqsP3+ESY5SOWCzm8PIcQPFGgeernuPpzKdwkDng+PHjOHzoMIoVKyZ0NCIiIgAs3USURxkbG2PGjBkICgpGo+atMXDxUZQbugGnboUKHY10hFQq5pFuHaZOVuPVrld4MukJpE+kWL16Ne7euYuGDRsKHY2IiCgdlm4iytMcHBywadNmXL16FcbWzmgwYTsaTvDDxfvPhY5GApNJWLp1kUaeOkna04lP8e7EO0waPwlPHz+Fl5cXz9smIiKdxNJNRASgUqVKuHjpMnbt2oVXCiPUGLUZjSbuwKUAlu+8ykAqZenWIRqFBtHHovFkwhNE7Y5Cjw498PjRY8yaNQumpqZCxyMiIvoslm4ion+IRCK0b98ed/6+i127diEixQDVvVm+8ypjfSk0iTynW2gahQbRx1PL9usdr9GtbTc8Cn6ENWvWwMHBQeh4REREX8XSTUT0H2KxGO3bt8ffd+9h586daeW78aQduPzghdDxKJuYGMqgTuSRbqFoFBq8OfEmtWz7vUaX1l0QHBSMdevWwcXFReh4RERE34ylm4joM8RiMTp06JBWvl8mG6DayE0s33mEmZE+h5cLQKPU4M3JN3g68SlebXuFTi07IehhEHzX+8LV1VXoeERERBnG0k1E9BUflu8dO3bgRZI+qo3chCaTd3LYeS6Wz4SlOzupk9WpE6RNeIpXW1+hfdP2CAwMxMYNG+Hm5iZ0PCIiou/G0k1E9I3EYjE6duyIu/fuY8eOHXieKEN1782oOnIz/M4GQqliQctNLEwNoJFroNVohY6SqynfKhG5IxKPxzxG9J5odGrZCQEBAdi8eTPc3d2FjkdERPTDWLqJiDLow/K9b98+GBVwQ5c5++DS60/8uv0y3sQlCx2RMoGVuRGgTV2iijJfyrMUvFjzAo/GPULK+RR4D/VGaEgoNvhuQNGiRYWOR0RElGlEWq2WH+ETEf2gu3fvYunvv2Pzls0QA+jVoDhGtK2A4k5WQkej7zRnyyVM9fWH+yJ3yPLLhI6TK2g1WsTfjcfb428R/yAetva2GDNqDAYMGABzc3Oh4xEREWUJlm4iokwUFRWFVatW4Y/lyxD56jUaVSgM77bl0bhCYYjFIqHjUQasPfI3vH47ArdZbjBwMBA6To6mTlYj9mIsYk/FIjkiGeUrlsfY0WPRvn17SKVSiET82SAiotyLw8uJiDKRtbU1pk6dirDwZ9i8eTPeaMzRbMpOFB+wFj77byEhWSF0RPpG9vlNAICTqX0nrVaLpCdJeLHuBR6NeoRX216hRY0WuHTpEm5cu4EuXbpAT08PZcuWxfbt24WOS0RElGV4pJuIKAtptVpcunQJSxYvxp69e2FqpI9udYuif5PSKFekAI/w6bD7IVEoOXAtHEc6wqysmdBxcgx1ohqxl2MR5x+HxPBEFHQoiEEDBqFv374oVKjQR9u3bdsWDx8+REBAAMRiHgsgIqLch6WbiCibhIWF4c8//4Tv+nV4GRGJUq626N/YE93rl0B+M0Oh49F/xCakwKLtEhQcUBAW1S2EjqPTtFotkh4l4e3Zt4i/EQ9ogJYtW2LQwEFo2LAhJBLJZ2974cIF1KxZE4cOHUKzZs2yMTUREVH2YOkmIspmKpUKx48fx9o1a7D/wAGIRUCbakXQu6EnGlVwgVTCo326QtToV9h1s0P+hvmFjqKTVPEqxF6MRdz5OCS9SIJTYScMHjAYffr0ga2t7Tfdh1arReXKlWFqaopTp05lcWIiIqLsx9JNRCSg169fY/PmzVi3dg0CHgSigKUputbxQK+GnijjyuHnQpM0nQerltawaW0jdBSdoU5SI+52HOKvxiP+fjykUinatW2HgQMHok6dOt81RNzPzw9dunTB7du3UaZMmcwPTUREJCCWbiIiHaDVanHnzh1s3LgRW7dsxuuoaJRwsUHPesXRuU5RONvmEzpinqTfYgFM6+SDXVc7oaMISiPXIP7veMRdjUPC3QRoVBpUq1EN3bt2R8eOHWFl9WNL46lUKri5uaFmzZrYtGlTJqUmIiLSDSzdREQCCgkJQcOGDeHv7w97e3sA/w4/37RpI/766y+kpMhRxs0Obau5ok11d5R0seYR8Gxi0uY36JUzQqH+H08AlttplBok3E9ILdp3EqBKUaFc+XLo3q07OnXq9MlJ0X7E4sWLMX78eISEhGT6fRMREQmJpZuISED/+9//sGzZMkRERMDQ8OPJ1OLj43HkyBH89ddeHDp4CHHx8XAtmB9tqrqibXV3VC1ekOt/ZyGrDr9DWUQPjsMchY6SLTRyDRIeJCD+VjwSbyVCkahAsRLF0KNbD3Tu3Bmurq5Ztu+4uDg4ODhg8ODBmDdvXpbth4iIKLuxdBMRCUSj0cDZ2RnNmjXDypUrv7q9XC7HmTNnsHfvXuz7ay9evY5CAUtTtP6ngNcr4wSZ3udniaaMc+zmgxgrNVwmuAgdJcsoohWI/zseiX8nIvFhItQKNVxcXdC9a3d06dIFJUqUyLYs48aNw+rVq/Hs2TOYmppm236JiIiyEks3EZFATp06hQYNGuDy5cuoUqVKhm6rVqtx5coV7N27F3v37MbTkFCYGRugeaXCaF2tCOqVcYJ1PqMsSp53FO+/GiFIhNtMN6GjZBqtWoukJ0mIvxOP5HvJSHyWCIlUgho1a6BVi1Zo0aIF3N3dBckWHh6OwoULY9GiRRg5cqQgGYiIiDIbSzcRkUB69uyJ69evIzAw8IfO0dZqtbh3715aAf/77j0AQClXW9QrXQj1yzqjVkkHmBnrZ1b0PKPysA24HR0Nj0UeQkf5IcpYJRIDE5FwNwFJ95KgSFDA0soSLZu3RIsWLdCwYUOYm5sLHRMA0K1bN1y+fBmPHz/+4vreRNnB2dkZYWFhQsfIMZycnBAaGip0DCKdw9JNRCSAuLg42NraYtq0aZg4cWKm3veLFy9w5swZnDp1CqdOnsCz5y8gkYhRwd0e9cs4oF4ZJ1QrURCG+nqZut/cqPFEP5x8EIbiK4oLHSVDFG8USApKQuLDRMgfyZEUkQQAKFWmFFq3bI3mzZujYsWK37W8V1a7efMmKlSogJ07d6JDhw5Cx6E8TiQSgW+Vvx2fL6JPY+kmIhLA2rVrMXDgQISHh6NgwYJZth+tVounT5/i1KlTOH36FE6fOoWo6DfQl0lRrXgh1PunhFf0sIOelEcV/6vrnH3Yfi4QJdaV0OkZ4xVRCiQGpZ6TrXikQNKr1JLtUcwD9evWR+3atVGrVi3Y2toKnPTb1KlTB3K5HJcvXxY6CuVxLJEZw+eL6NNYuomIBFCjRg2YmJjg6NGj2bpfjUaDgIAAnD59GqdOnsS5c+cQFx8PfZkUpV0LoGKRAqjgbosK7nYo5pgfEonuHQnNTsOXHcfy/bdQbGUxSAx040MJdYoaKeEpSA5NRnJIMhSPFUiOSoZIJEJxz+JpJbtmzZqwtrYWOu53OXDgAFq1aoWLFy+iWrVqQsehPIwlMmP4fBF9Gks3EVE2e/ToEdzd3bFt2zZ06dJF0CwqlQo3b97ElStXcOPGDdy4fhVBwY+h1WphZCBDWbcCqFCkACp62KGCuy2KFLTMU0uUzdx0AdM3XoDHYg/oWWT/cHx1ihopYf8U7NBkqMJVSHyZCGgBmb4MniU9Ubtm7bSSbWlpme0Zs4JGo0Hx4sVRokQJ7N69W+g4lIexRGYMny+iT5MKHYCIKK/ZsGEDzM3N0bp1a6GjQCqVonLlyqhcuXLaZXFxcbh161ZqCb9xAwevX8Xve28AAEyNDVC+SGoRL+liDfeClnAvZAlLs4/XGM8NbC1NAADqJHWWlm6tRgtltBLySDnkEfLUgv1MhcQX/xbskiVLolKrSqhQoQLKly+P4sWLQ08vd56XLxaLMWrUKPz000948uRJlq4PTpQRLVu2RHJyMk6ePPnRdZcvX0a1atVw8+ZNjB49GufOnfvs/Zw9exa1a9f+6PKUlBQMHjwYN2/eRGBgIFq0aIG//vor3TYREREYM2YMbt68iUePHmHEiBFYsmTJV7N/6hSZFStWYPDgwQCA0NBQ9OrVC7du3UL58uWxceNGODk5pW3bvHlz9OvXD+3bt//qvogoPZbuLMZZLzMfZ8aknEytVmPDhg3o0qULDA11s6iamZmhTp06qFOnTtplMTExuHXrFq5fv44bN65jx5VrWLjzWtr1VvlM4F7QAu4F88HDwTKtjLsVtICBLOf+qrG3NAaQWrozgzpRnVqsI+VQRCggj5RD/UqNlMgUqJWp+9A30E8r2OXLl8/1BftzevbsiSlTpmDJkiVYtmyZ0HGIAAD9+/dHu3btEBYWlq6QAsC6detQpkwZlCtXDnv27IFCoUh3vUKhQPPmzWFgYJDug84PqdVqGBoaYsSIEZ8d5SGXy2FtbY0pU6Zg8eLFGcq/fv16NGnSJO37D1ctGDNmDAoWLIi1a9di6tSpGDt2LHbu3AkA2L59OyQSCQs30XfKue+EcoiwsDAOs8lkujyZEdHXnDlzBs+fP0efPn2EjpIhlpaWaNCgARo0aJB2WUJCAh49eoTg4OC0r4CHgdhz+Rbi4uMBpP68Otn+U8YLWcDB2gx2lsawszSB7T9/Wpga6OzPtX1+UwCAJlHz1W21ai1U71RQvlVCGaOEKlYFZYwSyrdKaN5qoHylREpsStr2tva2KF+0PIpVKgYPDw8ULVoUHh4ecHBw0MlZxbObkZERhgwZgkWLFuHnn3/ONUPnKWdr0aIFbGxs4Ovri+nTp6ddnpSUBD8/P8ydOxcAPvn/dcCAAYiKisKNGzdgYGDwyfs3NjbGihUrAAAXL15EbGzsR9s4Ozvj999/B5Ba9DMiX758n51QMTAwEL/99huKFCmCPn36YOzYsQCA2NhYTJ06FadPn87QvojoXyzdRETZyNfXFx4eHp89ypGTmJiYoGzZsihbtmy6y7VaLaKiohAcHIygoKB/CnkQTj4MxItTQYiLT0i3vUxPCtv8prCzMIadpRFsLYxTi3l+E9haGMPC1ADGBnowNpD982fqV1bOtq7VapGUooSBLHUfSSFJgBhQJ6ihTkz9UsWroIpVQRurhfKtEvJYObSafz9klenLYGtni0KFCsGpnBPc3d3h4eEBDw8PuLu7w8TEJMvy5xZDhw7F/Pnz8eeff2b60npE30MqlaJXr17w9fXFtGnT0j4w3LlzJxQKBbp37/7J2/n4+GDjxo04c+YMChUqlJ2R0xk2bBi8vLzg4uKC/v37Y+DAgWkf8pUuXRonT55Eo0aNcPz4cZQqVQoAMHbsWAwbNgyOjo6C5SbK6Vi6iYiyybt377Bnz550b9RyI5FIBBsbG9jY2KBGjRofXZ+YmIjIyEhERkYiIiICERER//795UtcefYSEdeC8Doq+osjhWR6UhgbytKXcX0pTAz1IBWLoNFqodZoodHg379rtZ+4XAONBpAr1YhPliMuUY74pBRo3hdoMRC1Lyptv3oyPZjnM4d1fms4FnKEQ2kHFCxYEIUKFUr3Z/78+XP1v3N2KFCgAHr06IFly5Zh9OjRkMlkQkciQr9+/bBgwQKcPXsWdevWBZB6xLldu3awsLD4aHt/f394e3vDx8dH0Nn4Z82ahfr168PQ0BCnTp3CmDFjEB0djalTpwIAFi5ciEGDBsHZ2RmlSpXCqlWr4O/vj7///hvz589Hp06dcOPGDTRq1AhLly7lzyNRBnD28izGWRwzH59TyqnWrFmDQYMGZfna3LmFSqXC69ev8e7dOyQmJn70lZCQ8NnL1Go1xGIxxGIxJBLJN/1dJpPBzMwMpqam6f6USqWwt7eHpaUlLC0tYWhoyDKdjR48eIASJUrA09MTxsbGQsehXE4sFmPBggWoXr06gM+/56hevToKFy6MTZs24cmTJyhSpAiOHz+e7hQcAAgPD0eFChXQqVMnLF++PENZ+vTpg9jY2I8mUvtQnTp1UKZMmW+aSO2/Fi1ahJkzZ+Ldu3efvF4ul6dNqLZ582a8e/cOK1euRJMmTdCmTRsMHz78o9vwPRrRp/FIdzb72hu13r17w9fXF0DquZ+LFi3C1atXER8fj4IFC6JChQoYOnQoHB0d4eLi8sX7mj59OmbMmPHR5Xv27MGqVatw8+ZNvHnzBrdv30aZMmXSbTNo0CCcPHkSL1++hImJCapVq4Z58+ahaNGi3/Q4f/nlF0yePBkjR45M94tg4cKFWLBgAQBg4sSJGDVqVNp1V69exZAhQ3Dt2jVIJLqxHi5RZvL19UXDhg1ZuL/R+7Jrb28vdBQSUPHixbF48WLcv39f6CiUB4jF4m+aP6B///4YNmwY/vjjD6xfvx5OTk6oX79+um2Sk5PRtm1blChR4rtKcVarUqUK4uLi8OrVKxQoUOCj6+fMmYNGjRqhXLly8PLywuzZs6Gnp4d27drh9OnTnyzdRPRpLN3ZLCIiIu3vfn5+mDZtGoKCgtIuez+bsY+PD4YNG4aePXvCz88PLi4uiIiIwPXr1zFq1Chcu3Yt3X0tXLgQR48eTbeExefOF0xMTET16tXRsWNHDBgw4JPblC9fHt27d4ejoyNiYmIwY8YMNGrUCCEhIV8txNevX8eff/6Zdi7Qe/fu3cO0adNw8OBBaLVatGjRAg0bNoSnpyeUSiUGDx6MP//8k4WbcqVHjx7h4sWL2LZtm9BRiHIcb29voSMQpdOpUyeMHDkSW7duxYYNGzBgwICPDqx4eXkhJiYGx44dg1Sqe2+5b9++DQMDA+TLl++j6wIDA7Ft2zbcvn0bQOqs6kqlEgCgVCqhVmfOig5EeYXuvQLkch/OGGlubg6RSPTRLJLh4eHw9vaGt7c3fvvtt7TLXVxcUK1aNYwYMeKj25mYmEAqlX52RsoP9ezZEwC+uOzWwIED0/7u7OyM2bNno3Tp0ggNDf3ieqkJCQno3r07Vq9ejdmzZ6e7LjAwEKVKlUK9evUAAKVKlUJgYCA8PT2xYMEC1KpVCxUrVvxqfqKcSJfW5iYioh9jYmKCzp07Y/LkyXj37t1HK1IsWLAAO3fuxIEDB6BSqRAZGZnuenNz888uG/ngwQMoFArExMQgPj4ed+7cAYB0oxLfX5aQkICoqCjcuXMHMpkMxYsXBwDs3bsXkyZNwsOHDwEABw4cQGRkJKpWrQpDQ0OcOXMGU6ZMwcCBA6Gvr59u/1qtFgMHDsTixYvTDuBUr14dq1evhru7OzZu3IiuXbt+z9NGlGexdOug3bt3Q6lUYvz48Z+8PrvPJUxMTMT69evh4uICBweHL247dOhQNG/eHA0aNPiodJcsWRLBwcEIDw+HVqtFcHAwPD098fjxY/j6+uLmzZtZ+TCIBPN+be6uXbvq7NrcRESUMf3798fatWvRqFGjj2b29vHxgVKpTLcm9ofWr1//2aUjmzVrhrCwsLTv368Q8eG50h+uGnHz5k1s3boVTk5OaQdU3r17l24kpZ6eHnx8fDB69GhoNBoULlwYM2fOxNChQz/a/59//okCBQqgRYsWaZfNmDED3bp1Q+XKldGkSZNP3o6IPo+lWwcFBwfDzMws3VHr3bt3o3fv3mnfX758GSVLlszSHD4+Phg/fjwSExNRtGhRnDhx4oszVW7fvh23bt3C9evXP3l9sWLFMHfuXDRs2BBA6nnfxYoVQ4MGDTB//nwcO3YMM2bMgJ6eHn7//XfUqlUrSx4XUXbLqWtzExHR51WtWvWzk4aFhIR89/1+aSTie1+brKxPnz7pfuc0adLksx8A/NegQYMwaNCgdJfZ2NikO4WRiDKGpVtH/fdoduPGjXHnzh28ePECderUyZZzabp3746GDRsiIiICCxcuRKdOnXDx4kUYGBh8tO2zZ88wcuRIHD9+/JPXvzd48GAMHjw47XtfX1+YmpqiatWq8PDwwPXr1/H8+XN06dIFISEhHw15+lBkZCTCw8N/7EESZYPly5ejaNGiqFSpktBRiIiIiCibsXTroCJFiuDdu3eIjIxMO9ptYmICNze3bJ2Iw9zcHObm5ihSpAiqVKkCCwsL7N2795Pn8dy8eROvX79G+fLl0y5Tq9Xw9/fH8uXLIZfLP5ogLTo6GjNnzoS/vz+uXr0Kd3d3FClSBEWKFIFSqURwcPAXj+Y3btwYd+/ezbwHTJSFFixYwGWmiIiIiPIglm4d1KFDB0ycOBHz5s3D4sWLhY6TRqvVQi6Xf/K6+vXr4969e+ku69u3L4oWLYoJEyZ8ckZyb29vjBo1CoUKFcL169fTZsUEUtfn/drR/FOnTuHly5ff8UiIspdYLEaxYsWEjkFEREREAmDp1kGOjo5YtGgRRo4ciZiYGPTp0wcuLi6IiYnB5s2bAeCHltWKiYlBeHh4WmF9P9GGra0tbG1t8fTpU/j5+aFRo0awtrbGixcvMG/ePBgaGqJZs2Zp91O/fn20bdsWw4YNg6mpKTw9PdPtx9jYGPnz5//ocgA4ceIEHj16hI0bNwIAKlWqhIcPH+LIkSN49uwZJBIJPDw8vvg4rKysYGVl9d3PAxERERERUVZj6dZRw4cPR7FixfDbb7+hQ4cOiIuLQ/78+VG1alUcPXr0hyZR279/P/r27Zv2fZcuXQAA06dPx4wZM2BgYIDz589jyZIlePv2LQoUKIBatWrh0qVLsLGxSbvdkydPEB0dneH9JycnY9iwYfDz84NYLAYAFCxYEMuWLUPfvn2hr6+PDRs2cJZnIiIiIiLK8UTar01/SD9EJBJ9dYZJyhg+p0RERJQd+J4jY/h8zusQgQAAARxJREFUEX0aj3QTEREREX2Ck5MTJ8HMACcnJ6EjEOkkHunOYvzEL/PxOSUiIiIiopxCLHQAIiIiIiIiotyKpZuIiIiIiIgoi7B0ExEREREREWURlm4iIiIiIiKiLMLSTURERERERJRFuGRYFuNSE5mPy1EQEREREVFOwSXDiIiIiIiIiLIIh5cTERERERERZRGWbiIiIiIiIqIswtJNRERERERElEVYuomIiIiIiIiyCEs3ERERERERURZh6SYiIiIiIiLKIizdRERERERERFmEpZuIiIiIiIgoi7B0ExEREREREWURlm4iIiIiIiKiLMLSTURERERERJRFWLqJiIiIiIiIsghLNxEREREREVEWYekmIiIiIiIiyiL/BwIKk2/IzeBlAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w,\n",
    "                 title='Sharpe Mean - Tail Gini Range',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap = \"tab20\",\n",
    "                 height=6,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Plotting range risk measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_range(returns=Y,\n",
    "                   w=w,\n",
    "                   alpha=0.05,\n",
    "                   a_sim=100,\n",
    "                   beta=None,\n",
    "                   b_sim=None,\n",
    "                   bins=50,\n",
    "                   height=6,\n",
    "                   width=10,\n",
    "                   ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.8975%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>13.1622%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>29.8330%</td>\n",
       "      <td>6.8920%</td>\n",
       "      <td>5.3210%</td>\n",
       "      <td>2.2779%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>13.2966%</td>\n",
       "      <td>7.8114%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.1441%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0893%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.5102%</td>\n",
       "      <td>29.3288%</td>\n",
       "      <td>10.9624%</td>\n",
       "      <td>4.3481%</td>\n",
       "      <td>4.5993%</td>\n",
       "      <td>2.7449%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.3697%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.1684%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.0339%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>15.7964%</td>\n",
       "      <td>22.8142%</td>\n",
       "      <td>8.6434%</td>\n",
       "      <td>0.1355%</td>\n",
       "      <td>5.4587%</td>\n",
       "      <td>2.9179%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.2361%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.3164%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.9988%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>19.9345%</td>\n",
       "      <td>16.7811%</td>\n",
       "      <td>7.1408%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.5976%</td>\n",
       "      <td>5.8511%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>15.2020%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0470%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.7954%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>21.5308%</td>\n",
       "      <td>11.2556%</td>\n",
       "      <td>5.9680%</td>\n",
       "      <td>0.0099%</td>\n",
       "      <td>8.9308%</td>\n",
       "      <td>7.0669%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.1448%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      APA      BA     BAX     BMY   CMCSA      CNP      CPB      DE     HPQ  \\\n",
       "0 0.0000% 0.0000% 0.0000% 4.8975% 0.0000% 13.1622%  0.0000% 0.0000% 0.0000%   \n",
       "1 0.0000% 0.0000% 0.0000% 7.1441% 0.0000%  0.0000%  1.0893% 0.0000% 0.0000%   \n",
       "2 0.0000% 0.0000% 0.0000% 5.1684% 0.0000%  0.0000%  5.0339% 0.0000% 0.0000%   \n",
       "3 0.0000% 0.0000% 0.0000% 1.3164% 0.0000%  0.0000%  7.9988% 0.0000% 0.0000%   \n",
       "4 0.0000% 0.0000% 0.0000% 0.0470% 0.0000%  0.0000% 10.7954% 0.0000% 0.0000%   \n",
       "\n",
       "      JCI  ...      NI     PCAR      PSA      SEE       T     TGT     TMO  \\\n",
       "0 0.0000%  ... 0.0000%  0.0000% 29.8330%  6.8920% 5.3210% 2.2779% 0.0000%   \n",
       "1 0.0000%  ... 0.0000%  9.5102% 29.3288% 10.9624% 4.3481% 4.5993% 2.7449%   \n",
       "2 0.0000%  ... 0.0000% 15.7964% 22.8142%  8.6434% 0.1355% 5.4587% 2.9179%   \n",
       "3 0.0000%  ... 0.0000% 19.9345% 16.7811%  7.1408% 0.0000% 6.5976% 5.8511%   \n",
       "4 0.0000%  ... 0.0000% 21.5308% 11.2556%  5.9680% 0.0099% 8.9308% 7.0669%   \n",
       "\n",
       "      TXT       VZ    ZION  \n",
       "0 0.0000% 13.2966% 7.8114%  \n",
       "1 0.0000% 14.3697% 0.0000%  \n",
       "2 0.0000% 14.2361% 0.0000%  \n",
       "3 0.0000% 15.2020% 0.0000%  \n",
       "4 0.0000% 14.1448% 0.0000%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 40 # Number of points of the frontier\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "\n",
    "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Risk Parity Portfolios for Tail Gini Range\n",
    "\n",
    "### 3.1 Calculating the risk parity portfolio for Tail Gini Range."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>2.1023%</td>\n",
       "      <td>2.9048%</td>\n",
       "      <td>3.5284%</td>\n",
       "      <td>4.1057%</td>\n",
       "      <td>3.4888%</td>\n",
       "      <td>6.4150%</td>\n",
       "      <td>4.1370%</td>\n",
       "      <td>2.4368%</td>\n",
       "      <td>2.7448%</td>\n",
       "      <td>3.5242%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.5312%</td>\n",
       "      <td>3.1714%</td>\n",
       "      <td>10.8864%</td>\n",
       "      <td>4.0088%</td>\n",
       "      <td>3.9025%</td>\n",
       "      <td>3.0792%</td>\n",
       "      <td>3.0955%</td>\n",
       "      <td>2.8576%</td>\n",
       "      <td>6.4819%</td>\n",
       "      <td>3.4842%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 2.1023% 2.9048% 3.5284% 4.1057% 3.4888% 6.4150% 4.1370% 2.4368%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR      PSA     SEE       T     TGT  \\\n",
       "weights 2.7448% 3.5242%  ... 5.5312% 3.1714% 10.8864% 4.0088% 3.9025% 3.0792%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 3.0955% 2.8576% 6.4819% 3.4842%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = None # Risk contribution constraints vector\n",
    "\n",
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w_rp.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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X+/fv8+jRI0aMGEFgYCD37t3D2NhY22GJn3Tt2jU2bNhAmTJlMDc3x9/fn+nTp/Phwwdu3rwZZ2VzIVKaQqEgI97yZtT3LURqI3O607hHjx7JH9NvSKpqy0KIpDFx4kTWrFlD3rx52bx5syTc6YSJiQkXL15k+fLlBAcHY2FhQcWKFfHy8pKEWwghhEB6utM8eYL5bfK9EUIIIQRk3HuCjPq+hUhtpJCaEEIIIYQQQgiRTCTpFkIIIYQQQgghkokk3elQ+/btUSgUdO/ePda+nj17olAoaN++fYztjx8/plOnTmTNmhV9fX2cnJzo168fb968+W5bx44dQ6FQxHr5+fnFK9Y3b96QLVs2FAoFwcHBmu0BAQGUL18eU1NTKlSoEKtYXO3atdm6dWu82hBCCCGE+K+v90tTp06NsX3Hjh0x6sJ8vdf5933Kf1WsWDHWvVCLFi2+2/64ceNinWNnZxfjmJkzZ5IlSxayZMnCH3/8EWPfuXPn8PDw+ObylEKI1EOS7nQqe/bsbNy4kdDQUM22sLAwNmzYgKOjY4xjHzx4QLFixbhz5w4bNmzg3r17LFq0iCNHjlC6dGnevn37w/b8/f15/vy55uXq6hqvODt16oS7u3us7YMGDcLBwYErV65gZ2fH4MGDNfs2btyIjo4OjRs3jlcbQgghhBBxMTQ0ZNq0abx79+6nr9WlS5cY90KLFy/+4Tn58+ePcc6NGzc0+27cuMGYMWPYsGED69evZ8SIEdy8eROAyMhIunfvzqJFi9DR0fnp2IUQyUuS7nSqaNGiODo6sm3bNs22bdu2kT17dooUKRLj2F69eqGvr8/BgwepUKECjo6O1KxZk8OHD/P06VNGjhz5w/ZsbW2xs7PTvOLzAbBw4UKCg4NjJNRf+fr68uuvv+Lq6kr79u25ffs2AMHBwYwaNYp58+b98PpCCCGEEN9TtWpV7OzsmDJlyk9fy9jYOMa9kIWFxQ/P0dXVjXGOjY2NZp+vry/u7u5UrlyZKlWq4O7ujq+vLwAzZsygfPnyFC9e/KfjFkIkP0m607EOHTqwcuVKzdcrVqygY8eOMY55+/YtBw4coGfPnhgZGcXYZ2dnR+vWrdm0adMPK18WKVIEe3t7qlSpwtGjR38Y2+3bt5kwYQKrV69GqYz9a1ioUCEOHz5MdHQ0Bw8e1PSGDx48mN69e8fqrRdCCCGESCgdHR0mT57M3LlzefLkyU9da926dVhbW5M/f34GDx7Mx48ff3jO3bt3yZo1Ky4uLrRo0YIHDx5o9hUsWJA7d+4QGBjIo0ePuHPnDgUKFODevXt4e3szadKkn4pXCJFyZJ3udKxt27YMHz6cgIAAFAoFp06dYuPGjRw7dkxzzN27d1Gr1eTNmzfOa+TNm5d3797x+vVrbG1tY+23t7dnyZIleHh4EB4ezpo1a6hSpQrHjh2jfPnycV4zPDycli1bMmPGDBwdHWN8wHw1c+ZMunXrhrOzM+7u7ixevJjjx49z7do1pk+fTrNmzbh48SLVq1dnzpw56OvrJ+6bJIQQqcSHDx9iTAkSQiSeUqmM0Wv8PQ0bNqRw4cKMHTuW5cuXJ6q91q1b4+Ligp2dHTdv3mT48OFcu3aNQ4cOffOckiVLsnr1anLnzs3Lly+ZNGkSZcqU4datW1hZWZE3b14mT55MtWrVAJgyZQp58+alatWqTJ8+nQMHDjBu3Dj09PT4888/v3nfJYTQPkm60zFra2tq167NqlWrUKvV1K5dG2tr6wRd42sP978Livybm5sbbm5umq9Lly7N48ePmTlz5jf/+A8fPpy8efPSpk2bb7br4ODAnj17NF+Hh4fj6enJ6tWrmTRpEmZmZvj7+1OjRg0WL15Mnz59vnmtly9fsnz5cqKior77XoUQ31auXDkqV66s7TDSrYcPH+Lq6ioFkYRIQuvXr6dly5bxOnbatGlUrlyZQYMGJaqtLl26aP6/QIECuLq6UqxYMS5fvkzRokXjPKdmzZqa/y9YsCClS5cmZ86crFq1ioEDBwLQvXv3GIVxvb29MTMzo3Tp0ri5uXHhwgWePHlCixYtePjwIQYGBomKXwiRvCTpTuc6duxI7969AZg/f36s/bly5UKhUHD79m0aNGgQa7+fnx+ZMmVKULJeqlQp1q5d+839Pj4+3Lhxgy1btgD/n9hbW1szcuRIxo8fH+scLy8vqlevTtGiRencuTOTJk1CT0+PRo0a4ePj892k+969eyxevFiSbiES6cOHD6xfvz7eqxKIhLtw4QIqlYqNGzdibGys7XCESPOUSiVVqlSJ9/Hly5fH09OTESNGxFrhJTGKFi2Knp4ed+/e/WbS/V8mJiYULFiQu3fvxrk/KCiICRMmcPz4cc6dO0fu3LlxdXXF1dWVyMhI7ty5Q8GCBX86diFE0pOkO52rUaMGERERAHh6esbab2VlRbVq1ViwYAEDBgyIMa/7xYsXrFu3jnbt2n2zpzsuV65cwd7e/pv7t27dGmMI5YULF+jYsSMnTpwgZ86csY739fVlw4YNXLlyBQCVSkVkZCTwpXrnj3qGypYtG2vJMSFE/C1fvpyuXbsSEhIiCWEyuX37Nra2tjRv3lzboQiRYU2dOpXChQuTO3fun77WrVu3iIyM/O790H+Fh4fj6+vLL7/8Euf+/v37M2DAALJly8aFCxc090IAUVFRMlJGiFRMku50TkdHR1Pp8lsVxefNm0eZMmXw9PRk0qRJuLi4cOvWLYYMGYKDgwNeXl7fvP7s2bNxdnYmf/78REREsHbtWrZu3RpjDe3t27czfPhwTS/ZfxProKAg4Mv8cUtLyxj71Go1Xbt25Y8//sDU1BT4kkQvXbqU3Llzs3r16ngPHRNCJI67uzvR0dHcvn2bYsWKaTucdOnWrVvkz59f22EIkaEVLFiQ1q1bM3fu3ASdd//+fdatW0etWrWwtrbm9u3bDBo0iCJFilC2bFnNcVWqVKFhw4aaEYiDBw+mbt26ODo68urVKyZNmsSHDx/49ddfY7Vx6NAh7t69y+rVqwEoUaIEfn5+7Nu3j8ePH6OjoxNjup8QInWR6uUZgLm5Oebm5t/c7+rqysWLF8mZMyfNmzcnZ86cdO3alUqVKnHmzBkyZ878zXMjIiIYPHgw7u7u/PLLL5w8eZK9e/fSqFEjzTHv37/H398/UbEvWbKELFmyUKdOHc22cePGERYWRsmSJcmVKxe9evVK1LWFEPGTP39+FAoF169f13Yo6dbt27fJly+ftsMQIsObOHHiD1ds+S99fX2OHDmCp6cnbm5u9O3bl+rVq3P48OEYHR7379/XdDQAPHnyhJYtW+Lm5kajRo3Q19fn7NmzODk5xbh+aGgovXv3ZvHixZoVXxwcHJg7dy4dOnTAy8uLVatWxVqFRgiReijUCf3LIlIVhUKR4A+HjEK+N0IkHTc3N2rWrMns2bO1HUq6ExkZibGxMXPmzKFHjx7aDkeIdCmj3hNk1PedUfx7yqVIeXp6et8cSfxfMrxcCCHED7m7u0tPdzK5e/cuUVFR0tMthBAiXtRqNS9evCA4OFjboWR4lpaW2NnZ/bD+lSTdQgghfsjd3Z0///wTtVqdoMKK4sdu374NIHO6hRBCxMvXhNvW1hZjY2P5XNYCtVpNSEgIr169Avhh0URJuoUQQvyQu7s7b9684fnz52TNmlXb4aQrt27dwsbGJkFLMwohhMiYVCqVJuG2srLSdjgZ2tc6Cq9evcLW1va7Q82lkJoQQogfcnd3B5Ah5slAiqgJIYSIr69zuGUJz9Th68/hR3PrJekWQgjxQ05OTpiZmUnSnQxkuTAhhBAJJUPKU4f4/hwk6RZCCPFDSqWSggULStKdxCIjI7lz5470dAshhBDpmMzpTuOcnJzkSdc3/HedSyHEz3F3d+fUqVPaDiNduXfvHpGRkdLTLUQyy6j3S3IvlLEEBgbGWAs+OVlbW+Po6JgibaUHknSncQEBAdoOQQiRQbi7u7Ns2TIiIiLQ19fXdjjpwtfK5dLTLUTykvslkd4FBgbilicvYaEhKdKeoZEx/n6+CUq827dvz6pVqwDQ1dUle/bsNGrUiPHjx2NiYsLWrVuZPn06fn5+REdH4+joSI0aNZg1a1asa1WvXp0jR45w6tQpSpUqlWTvK7lI0i2EECJe3N3diYqKws/PT1NYTfycW7duYW1tja2trbZDEUIIkYYFBQURFhqCVZ1B6FllT9a2It885s2eWQQFBSW4t7tGjRqsXLmSyMhITpw4QefOnfn8+TONGzemRYsWTJ48mXr16qFQKLh9+zZHjhyJdY3AwEDOnDlD7969Wb58uSTdImk5Ozvz6NEjbYeRZjg5OcmTbSGSUIECBYAvFcwl6U4aUrlcCCFEUtKzyo6BXS5th/FNBgYG2NnZAdCqVSuOHj3Kjh07MDAwoFy5cgwZMkRzbO7cuWnQoEGsa6xcuZI6derQo0cPSpQowezZszExMUmpt5AoUkgtDXn06BFqtVpe8XzJAwohkpaFhQXOzs5STC0JSeVyIYQQGZmRkRGRkZHY2dlx69Ytbt68+d3j1Wo1K1eupE2bNuTJk4fcuXPz119/pVC0iSdJtxBCiHhzd3eXpDuJREVF4e/vLz3dQgghMqTz58+zfv16qlSpQp8+fShevDgFCxbE2dmZFi1asGLFCsLDw2Occ/jwYUJCQvD09ASgTZs2LF++XBvhJ4gk3UIIIeJNku6kI5XLhRBCZDR79uzB1NQUQ0NDSpcuTfny5Zk7dy4mJibs3buXe/fuMWrUKExNTRk0aBAlSpQgJOT/i8MtX76c5s2bo6v7ZZZ0y5YtOXfuHP7+/tp6S/EiSbcQQoh4c3d35/nz57x+/VrboaR5UrlcCCFERlOpUiWuXr2Kv78/YWFhbNu2LUYx0Zw5c9K5c2eWLVvG5cuXuX37Nps2bQLg7du37NixgwULFqCrq4uuri4ODg5ERUWxYsUKbb2leJFCakIIIeLtawG1GzduULly5WRpQ6VSERQUxOvXr/n48WOM14cPH2Jt+/z5M1FRUURGRhIZFcnnz5959eolWe3sgS/zv74yNDTCyNgYQ0NDjIyMNK//fm1hYYG1tXWMl6mpaZKu83vr1i2srKykcrkQQogMw8TEhFy54lfozdnZGWNjYz5//gzAunXryJYtGzt27Ihx3JEjR5gyZQpeXl6aHvDUJnVGJRLkxYsXeHl5sXfvXp4+fYqtrS2FCxemf//+VKlSBYhZ+dzIyIgcOXLQp08funXrBoC3tzcdOnTQXNPExAQ3NzdGjhxJo0aN4hXHqVOnqFChAgUKFODq1avfPbZfv36cPHmSmzdvkjdv3ljHBwQE0K5dOy5fvoyHhwerV6/GyclJs7927dp07NiRxo0bxys2IUTSyJUrF4aGholKulUqFY8fP+bRo0e8ePEixuv58+c8ff6UFy9e8DboLdHR0XFeQ0dfB10jXXQMdVAaKlEYKkAfUIJCVwFKiHwTSeiDUEo6GqKjVKBQKFAA0Wo14ZFvCX0dRXCkiucRKkIjoggNVxEaEUlYRBSh4VGEhkcQHhEVq219fT2srTJjbW2NlZUN1jY2ZMmSBUdHR5ydnXFycsLJyQlbW9t4JecRERGUK1cuSRN5IYQQIi0aN24cISEh1KpVCycnJ4KDg5kzZw6RkZFUq1YN+DK0vEmTJprVVL5ycnJi6NCh7N27l/r162sj/B+SpDuNCwgIoGzZslhaWjJ9+nTc3d2JjIzkwIED9OrVCz8/P82xEyZMoEuXLnz69Alvb2+6d++OpaUlzZs3B8Dc3FwzH+Ljx4+sXLmSZs2acevWLdzc3L4bx/v372nXrh1VqlTh5cuXP4xbrVbTsWNHzp07F+f80EGDBuHg4MDy5csZNWoUgwcPZvPmzQBs3LgRHR0dSbiF0AIdHR1mz579zTUxQ0NDefDgAffv39e87t27h/89f54EPiEq8v+TWR19HQwsDdCx0EFhpkDXShfdHLrYWdiha6mLrqkuSiMlSsMvLx1DnS+J9Q+8O/GOpw+esmxgTYwM9BL1PkPDI3nzIZSg96EEfQgl6H3Il6//9/9B718SdP8Rty+G8OhlMJ9C/r/Qi6GhAY7Zs+Hk5ILT/5JxZ2dn3NzcyJMnD2ZmZsCXv8kqlSpR8QkhhBBxiXzzOE22UaFCBebPn0+7du14+fIlmTJlokiRIhw8eBA3NzcuXbrEtWvXWLp0aaxzzczMqF69OsuXL0+1SbdC/e9xdyJVUygU/PfHVatWLa5fv46/v3+s9emCg4OxtLQEvvR09+/fn/79+2v2586dGw8PDzZs2IC3tzf9+/cnODhYsz86OhpDQ0PWrVtH06ZNvxtbixYtcHV1RUdHhx07dvywp/urcePGxXl8vnz5+P3336lRowb79u1j8ODB3Lp1i+DgYIoVK4aPjw+Ojo7fvXZc3y8hRNL4+PEjt2/f5ubNm9y8eZPrN65z89ZNXr14pTlGx0AHQ1tDdKx10LPVQ99GH31bffSt9dG1/JJQJ0cv77tT73i69Cnvd/TH3MQwya//X2q1mncfw3j06j2PXn7g0cv3BLz83/+//sSjl+958/6z5vhsDvbkyZOPvPnyUaBAAc3L3Nw82WMVIqP694g/ET9OTk4EBARoOwzxH2FhYTx8+BAXFxcMDf//My4wMBC3PHkJCw35ztlJx9DIGH8/3x/ej6d33/p5/Jf0dKdhb9++Zf/+/Xh5ecW5IPzXhPtbDA0NiYyMjHOfSqVi9erVABQtWvS711m5ciX3799n7dq1TJo0KX7B/0ChQoU4fPgw1atX5+DBg5p5pIMHD6Z3794Z/h+4EClFrVbz5MkTrl69ytWrV7ly9QqXLl8iMCAQAIVSgbGdMTpZdTAoboCDrcOXxNr2S2KtjaHTX9uMjIp7iHpytJfZ3IjM5kYUyWUX5zEfPofj/+QtfoFv8A18g9/jxxzceZ0FC96gUn2J0zG7AwUKuONRrBglSpSgRIkSMt9biCTy6NEjeRCfQDL1JW1xdHTE38+XoKCgFGnP2tpa7scTQJLuNOzevXuo1Wry5MmToPOioqJYu3YtN27coEePHprt79+/x9TUFPgyRFRPT48lS5aQM2fOb17r7t27DBs2jBMnTiRp4YKZM2fSrVs3nJ2dcXd3Z/HixRw/fpxr164xffp0mjVrxsWLF6levTpz5sxBX1//m9d6//49f/31F1FRsedoClGiRAk8PDy0HUaqERYWxqVLlzhz5gynT5/m5OmTvH75pVK5vpk+BtkN0HfTx6GaA4bZDDGwN0Cpn8oWwvhfOJGqlEm648PcxIDibvYUd7OPsT0sIgr/x2+48fA1NwOCuP7wDovmnWDiu08AODlmo0TJUpQoUZISJUpQtGhRzd9pIYQQ4t8cHR0lEU6lJOlOw74+sY3vk8ihQ4cyatQowsPD0dfXZ8iQIZpCavBlPsTly5cBCAkJ4fDhw3Tr1g0rKyvq1q0b63oqlYpWrVoxfvx4cufOnQTv6P85ODiwZ88ezdfh4eF4enqyevVqJk2ahJmZGf7+/tSoUYPFixfTp0+fb17r0qVL9OvXT5JuEcvXKRQPHz7ExsZG2+FoxePHjzlz5gxnzpzh5KmTXL16lajIKHQNdDFyMcKguAGOORwxdDJEL7Nemuj5UCi/xBiVipLubzHU16VQziwUyplFs02tVvPo5XvO+z/nvN9zzvudZ+zuXYSERaBUKsmfLw8lSpamXLlyVKpUKUaRSSGEEEKkPpJ0p2Gurq4oFAp8fX1p0KDBD48fMmQI7du3x9jYGHt7+1g3z0qlMkYJf3d3dw4ePMi0adPiTLo/fvzIxYsXuXLlCr179wa+JDFqtRpdXV0OHjyYZEsKeXl5Ub16dYoWLUrnzp2ZNGkSenp6NGrUCB8fn+8m3ZUrVyYkJGXmt4i05e3bt7i4uDBt2jRmzpyp7XBSxIsXLzhy5AiHDh3iwKEDvHj2AgDjLMbo5dDDprkNxrmMMcxuiEIn9SfYcfpf2Gkh6Y6LQqHA2c4SZztLmlXIC3x5L7cfBX1Jwv2fce7YXlasWIFarSaHizOVq1SlcuXKVKpUCTu7uIe4CyGEEEI7JOlOwzJnzoynpyfz58+nb9++3y2kBl/mXsR3XbyvdHR0CA0NjXOfubk5N27ciLFtwYIF+Pj4sGXLFlxcXBLU1rf4+vqyYcMGrly5AnzpYf86Fz0yMlKq/4pEy5w5MwMHDmTq1KkMHDiQrFmzajukJPf582eOHz/OoUOH2H9wP763fAEwcTLBsKAhjo0dMcpphJ5l4qp8p0Zfe7pT0/Dyn6Wro8Q9hy3uOWzpXKsQAG8/hPLP9UB8rj7C5/Auli1bBkDePG5UrlKVSpUqUbFiRaysrLQZuhBCCJHhpbKJeCKhFixYgEqlokSJEmzdupW7d+/i6+vLnDlzKF26dIKupVarNWvmPnz4kCVLlnDgwIFvlt5XKpUxKu8WKFAAW1tbDA0NKVCggOYhwPbt22PNO7937x5Xr17lxYsXhIaGaoo0RURExIqpa9eu/PHHH5p5jGXLlmXp0qX4+vqyevVqypYtm6D3KcS/9e/fH2NjYyZPnqztUJKEWq3m4sWLeHl5Ub5CeSwzWVKrVi0Wrl7I88zPydYtG3n+zIPLeBfsW9pj7mGerhJu4P97ulOokJq2ZDY3omE5N+b2rs6tpR15vqk3G0bUo1wOQ/bv2EiTJk2wsbGhRPFiTJo0ievXr0shKSH+48WLF/Tp04ccOXJgYGBA9uzZqVu3LkeOHNEc4+zsjEKh4OzZszHO7d+/PxUrVtR8PW7cOBQKBQqFAh0dHbJnz07nzp15/fr1d2N4+vQpbdq0wcrKCmNjYwoXLsylS5fiFf+pU6fQ1dWlcOHCMbYfOnSI3LlzY2Fhwa+//hrj/ur9+/fkzp2bwMDAeLUhhPh50tOdxrm4uHD58mW8vLwYNGgQz58/x8bGBg8PDxYuXJiga3348AF7+y9FfgwMDHBycmLChAkMHTr0p2J8//69Zv3vrzp37sw///yj+bpIkSIAPHz4EGdnZ832JUuWkCVLFurUqaPZNm7cOFq1akXJkiWpUaMGvXr1+qn4RMZmYWHBb7/9xujRoxk8eHCM37+0IjIykn/++YcdO3awZfsWXj57iZ6RHkZ5jLBpZoNpflP07fXTxHzsJJHGh5cnll1mU1pUykeLSvkACHz1Hp8rj/j7/AOmT/Vi9OjROGbPRr36DahXrx4VKlT4bhFKIdK7gIAAypYti6WlJdOnT8fd3Z3IyEgOHDhAr1698PPz0xxraGjI0KFDY9y7xCV//vwcPnwYlUrFlStX6NSpE0+fPmXfvn1xHv/u3TvKli1LpUqV2LdvH7a2tty/f/+HK9DAl/urdu3aUaVKFV6+fKnZHh0dTevWrRk2bBienp40adKEpUuXau6Xhg4dSvfu3aXglhApSNbpTkNk3emEke+XiK/Pnz+TI0cO6tSpw/Lly7UdTrx8+vSJAwcOsGPHDnbu3snH9x8xsjbCuIgxZkXNMHE1QaGbQZLs//h47SOP/njEpfntKZpb5jcDRESq+Od6ILvO3GXX2QcEvgzGzNSUGjVrUK9efWrVqkXmzJm1HaYQySaue4JatWpx/fp1/P39vztFz9nZmQYNGrBw4UK2b99OrVq1gC893VevXuXYsWPAl06BHTt2cPXqVc11vLy8GDNmDJ8+fcLIyChWXMOGDePUqVOcOHEiwe+pRYsWuLq6oqOjE6PdV69ekSVLFkJDQzUPCz59+sT8+fM5deoU/fr149y5c+jo6Hz3+nIflTrFd11okTLi+/OQ4eVCiAzPxMSEESNGsGrVKu7cuaPtcL7p7du3rFixgjp162BlbUWTJk3Yfnw7hhUMyTkuJzlm5MC+tT2meU0zbMINZNie7u/R19OhmocLc3tXJ2BNN64u6sBvTYoQcOMMbdu2xdbWlqpVKrNs2TLevn2r7XCFSHZv375l//799OrVK1bCDcTqaXZ2dqZ79+4MHz6c6Oj4/20xMjIiOjr6myuo7Nq1i2LFitG0aVNsbW0pUqQIS5cu/eF1V65cyf379xk7dmysfTY2Ntjb23Pw4EFCQ0M5ceIE7u7uRERE0KNHDxYtWvTDhFsIkbRkeLkQQgDdunVjxowZjB8/nnXr1mk7HI2QkBB2797NmrVrOHDgAFFRUZi5mpG5QWbMipphkMVA2yGmOppCagm4Mc5IFAqFZpmyUa3L8izoI7vP3mPziTt069aVHj164Fm9Og0aNqRZs2aYm5trO+Qkp1arOXnyJMHBwdoORSQTpVJJ5cqV4+xdhi+1ZdRqdayaM98zatQoVq5cybp162jbtu0Pj/fz82PhwoWUKFECMzOzOI958OABCxcuZODAgYwYMYLz58/Tt29fDAwMaNeuXZzn3L17l2HDhnHixAl0dWPfyisUCv766y8GDBhAv379qFWrFh07dmTKlClUqVIFIyMjypYtS1BQEH369NGsQCPSvsDAQIKCglKkLWtra5mikACSdAshBF/m640ePZoePXowfPhwChQooLVYVCoVR48excvLi3PnzxEaEoppLlNsmtlgXjwdFj5Lav8bw6WSnu54yWptRrc6RehWpwgv3n5iy3F/1vpco0uXv+nVsyeNGzembbt2VKtWLc4b/LRo+fLldOnSRdthiGS2du1aWrduHee+r8OmE1LrwsbGhsGDBzNmzBiaN28e5zE3btzA1NQUlUpFeHg4FStWZMmSJd+8ZnR0NMWKFdMU8yxSpAi3bt1i4cKFcSbdKpWKVq1aMX78eHLnzv3N65YrV44LFy5ovr5z5w5r1qzhypUrlC9fnv79+1OjRg0KFChA+fLlcXd3j++3QaRSgYGB5M2bN8WWyTU2NsbX1zfeiXfdunUJDQ3l8OHDsfadOXOGMmXKYGZmxsePH795jWPHjlGhQoVEx6xN6ePTUwghkkCHDh2YNm0aY8eOZevWrSne/p07d1i1ahXeq7159uQZAIaOhrj2cpUe7YT43z10eloyLKXYZTaldwMPzE30Oef7lG5F4MjRbWzYuBFb68y0bN2Wdu3aUbRoUW2Hmmhv375l2LBhtG7dmlmzZmk7HJFMlEolNjY239zv6uqKQqHA19eXBg0axPu6AwcOZMGCBSxYsCDO/W5ubuzatQsdHR2yZs2KgcH3/3bb29uTL1++GNvy5s37zc+gjx8/cvHiRa5cuaLpoY6OjkatVqOrq8vBgwepXLlyjHO+rgQza9YsoqOjuXLlCk2aNMHY2JgKFSrwzz//SNKdDgQFBRESEkK/cfPJ5uyarG09CbjLn+N6ERQUFO+ku1OnTjRq1IhHjx7h5OQUY9+KFSsoXLgwR44cibWSUUREBLVr18bQ0JCSJUsm2XtIaZJ0CyHE/+jr6zN27Fjat2/PpUuX8PDwSPY2g4OD2bRpE97eKzl79hzG5sZ41ClImyYN2TljP/dvPJKEO4G+Di+XOd2Jt/bIbTIZKZlT0wi1Ws3VF3qsuf6J9SsW8Oeff+JRpBDde/amZcuWcc6HTc1GjhxJZGQks2bNIkuWLNoOR2hJ5syZ8fT0ZP78+fTt2/e7hdT+zdTUlNGjRzNu3Djq1q0ba7++vj65cuWKdxxly5aNtcLLnTt3YiUlX5mbm3Pjxo0Y2xYsWICPjw9btmzBxcUl1jnLly/HysqKevXq8e7dO+DLqhdf/6tSqeIdr0j9sjm7ktMt9T1EqVOnDra2tnh7e8eoRRASEsKmTZuYPHlynAU9u3TpwuvXr7l48WKaLhwnhdTSECcnJ836j/L68etbH1hCfE/r1q1xc3NjzJgxydrOlStXaN++PXZ2WejZsyefDN/TeW4rpp0fSWuvxuQo4kSpxh5EfYri873PyRpLuvO/nm6VSqruJsbLd585cjmAmjm/3CIoFAqK2Ovwu6chT/obsrulEVk++dK1axccstrRt29fbt++reWo4+fixYssXryYiRMnSsItWLBgASqVihIlSrB161bu3r2Lr68vc+bMoXTp0t88r2vXrlhYWLBhw4afjmHAgAGcPXuWyZMnc+/ePdavX8+SJUtiLIc6fPhwzVBzpVJJgQIFYrxsbW0xNDSkQIECsR4evHr1ikmTJjFnzhwAMmXKRN68eZk9ezZnzpzhyJEjlClT5qffhxA/oqurS7t27fD29o5RFX/z5s1ERETEORVkwYIFrF69mm3btpEtW7aUDDfJSdKdhgQEBKBWq+UVz1dAQIC2f2QiDdLV1WX8+PH8/fffnD59OkmvrVKp2L59O+UrlKdo0aLsObSLmv2qMPn0cHqv7EixOoXRM/j/+dpFPAugq6/D652vkzSO9O7rHM0o6b1JlM3/+KFGzdiKsUdY6CoV1Mmtx95Whjzoa0pP9wg2eS8if/78VPilHBs3bow1NDC1iI6OplevXhQsWJCePXtqOxyRCri4uHD58mUqVarEoEGDKFCgANWqVePIkSMsXLjwm+fp6ekxceJEwsLCfjqG4sWLs337djZs2ECBAgWYOHEis2fPjpGAPH/+nMDAwERdv1+/fgwePBgHBwfNNm9vbzZu3EidOnUYMmQIJUqU+On3IUR8dOzYkYCAAM0ye/BlaHmjRo3IlClTjGOPHz9O//79mT9/frp4MCTrdAshxH9ER0dTuHBhbGxsOHLkyE9f7/379yxfvpw/5/5JYEAguYq5UKlDWQpXz4+O7veXbVnWdz1XD90g9wI3lEp5ThofIfdDeDDxAVvGNKDxL/GvTCy+KNlnFY+evOTFINN4HR+hUrPNN4pFl1X88zACW+vMdOzclW7duuHs7Jy8wSbAsmXL6NKlC8ePH+eXX37Rdjgihcma0wkn37PU6VvrQl++fBkPDw9meB9M9uHl9/2vM6R9dS5dupTgGh9ly5YlR44crFmzhvv37+Pq6srBgwepWrWq5pjAwECKFStGs2bNmDdvXlKHn6RknW4hhEgkpVLJxIkT8fHxwcfHJ9HXuXv3Ln379sUhmwNDhw3FvrA1w3f2YfDmHnjUcv9hwg1QsmERosJUfDj/IdFxZDiadbrlZjGhHjwP5rzfc5rkjf8avvo6CloU0ONYO0Nu9TSheY5PLPhzJjly5KB2rZocPXpU6zfuX4untW3bVhJuIYTQok6dOrF161Y+fPjAypUrcXJyokqVKpr9oaGhNGzYkPz58zN79mztBZrEJOkWQog41KtXj2LFijF69OgEJQxqtZojR45Qp24d3Nzc8F7nTYUOpfA6OYwOf7TAyT17guLIVy43xhZGBO1PmXU30wMppJZ4G4/eRkepYEz5xBXvy2ejw5yahjzrb8TSOgY8vepD5cqVKVWiGNu3bydaS2unjxo1isjISKZPn66V9oUQQnzRrFkzdHR0WL9+PatWraJDhw4xlu7r3Lkzb9++ZfPmzelmmUqQpFsIIeKkUCiYNGkSp0+fZt++fT88PjQ0lGXLllHAvQBVq1bl+v2rtJ3WhMmnh1FvoCcWtuaJikNHT4eSDYsS+TSC6ChJIuNFU0hNvl8JoVarWXXoJtnNwdb0524PTPQVdCqqz5UuBuxrbYzRm5s0atSI/Hnd8Pb2TtF535cuXWLRokVMmDABOzu7FGtXCCFEbKampjRv3pwRI0bw7Nkz2rdvr9k3Y8YMNm/ezKJFi4iKiuLFixcxXqGhodoL/Celn8cHQgiRxKpXr065cuUYNWoUNWvWjPEk9qt3794xe/Zs5s2fx7u373Cvmo8BI7qSu1TOOI9PjJINinLU+xRv9r/Bps63150VX2h6uqNleHlC3Hj4mjtP3jK2vH6SXVOhUFAjly41culy5rEuU08H0qFDB0aPHM6gIUPp3LkzpqbxmzueGF+LpxUoUCBGNWghhEivngTcTfVtdOrUieXLl1O9evUY63wvWLCAyMhIatSoEed5K1eujJGkpyWSdAshxDcoFAq8vLyoUKECe/bsibEma3BwMLNnz+aP2X8QHh5GmRbFqdy+HDZOVkkeh5N7NmycrHj7z1tJuuPjf520Mrw8Ydb73EZPR8lvZZMu6f630tl12dlcl1uv9Jh++g2DBw1k4vhx9O0/gN69e2NllfT/dlauXMm5c+c4fvx4uhqmKIQQ/2VtbY2xsTF/jkuZB4zGxsZYW1sn6tzSpUvHOXXv4cOHPxtWqiWfQEII8R3ly5dn/PjxmmGp79+/Z/bs2fz+x++EhYfyS+tSVO9WEQsbs2SLQaFQULpxMXbPPkjUhyh0zeVP93fJ8PIEi45Ws+bwTVwzgbF+8s48y2+rw6oGRkyoGM2sM6FMmzyR6dOm0rVbd4YNG5Zk62d/LZ7Wpk0bKZ4mhEj3HB0d8fX1JSgoZWrAWFtbx+ilFt8nd25CCPEDY8aM4cOHD0ycOJFZv88iNCyEcq1K4tm9UrIm2/9WokERdv1+gFc7XpG1XdYUaTOt0qzTraWiXWnR6dtPePbmE8NrJq6AWmI4WSqZU9OQ0eWjmXs+gjmL57F0yWIGDhrM4MGDMTdPXB2Er0aNGkV4eLgUTxMAODk5JdmUn4zCyclJ2yGIBHJ0dJREOJWSpFsIIb4jNDSUBQsWMHnKZD5++ki5liWo0aNSogujJZZ19szkKOrE44tPQZLu7/tfR630dMffep/bGOgq6V5ML8XbtjFRMqGSIf1LqZl2MpwZU71YMG8uI0ePoUePHt9d9/RbLl++zKJFi/j999+xt7dPhqhFWhMQEKDtEIQQGZhULxdCiDhERUWxbNkycrnm5Lehv5Hf05UJx36j+dj6KZ5wf1WqsQeRH6IIexymlfbTCk1Pt6zTHS+RUSo2+NymkC3oKrV3W5DZSMG0aobc7W1MI5fPDBk8CDfXnHh7e6NSqeJ9na/F0/Lnz0/v3r2TMWIhhBAifiTpFkKIf4mOjmbz5s3ky5+XLl264FA0C2MPDaK1V2My2VloNTaPWu4odZW83P5Sq3Gkel8Lqcnw8ng5dCmA4M/hDCqTPAXUEiqbuZIldY241cOYEuZBdOjQAfcC+dixY0echXf+y9vbm7NnzzJ//nwpniaEECJVkKRbCCH+559//qF4iWI0a9YMg6y6jNjTj05zWpHFJXVUDDexNKZgpbyE+qbddSpThKaQmvR0x8c6n1sY6ytpkjd1Jahu1jpsbmrI+c4m2EcE0LBhQ8qUKsk///zzzXPevXvH0KFDad26NeXLl0/BaIUQQohvk6RbCJHhPX/+nFatW1GxYkXeR79j0Mbu9F7ZEcf8DtoOLZZSjYoSFRrFh6sftB1KqvV1nW6V9HT/0OfQCLadvEMZBwVKLQ4t/57iDjocbmvIobbGRD69RsWKFalTuxZ378ZeJ/Zr8bQZM2ZoIVIhhBAibqnzE1YIIVJAZGQkf/zxB7ndcrP3wB7azWjGoC3dcS2ZQ9uhfVOBSnkxNDEgaE/KLAmSJv2vp1uGl//Y7rP3CIuIYmT5lKtanlhVc+hyvpMBm5oYcfPMYfLnz8ewYcP49OmT5pj169czadIkKZ4mhBAiVZGkWwiRIR0/fpzCRQszePBgPBq4M/bIIMo0KZZqe/u+0jPQpXi9woQHhhMdJUllXDQ93VK9/IfWHL6FhaGSis6pa2j5tygVCprl1+N2D0NGltHhz99n4Oaak3Xr1qFWq3n48CF9+/bVdphCCCFEDGnjUzaDc3Z25tGjR9oOI81xcnKSJUJELM+fP2fIb0NYt3YdOYs4M2xnbxwLZNN2WAlSokFRTmw4x7tj77CqaqXtcFKfr0uGRcuc7u958yGUAxcf0NBNR9uhJJixnoKxFQ34tbAegw8F06ZNGxYtmM+CRYuxtLTUdnhCCKEVgYGBBAWlzEg4a2trWRM8ASTpTgMePXoUr4qtIqavywYJAV+WAJs3bx6jx4xGoQdtpzWldBOPVN+zHZecxZzIZG/BmyNvJOmOw9d/+zKn+/u2HPcjOlrN2Aqpo2p5YjhbKtnS1JAjD3TpfeASRYoUpn//AYwdOxYzMzNthyeEECkmMDCQvHncCAlNmWVFjY0M8fXzT3Di/eLFC7y8vNi7dy9Pnz7F1taWwoUL079/f6pUqaLpbDxz5gylSpXSnNe/f3+uXr3KsWPHABg3bhzjx48HQKlUkjVrVjw9PZkyZQo2NqmjAO6/SdIthEj3Tpw4Qc9ePbh18za/tC5F/UGemFgaazusRFMqlZRq5MGBRceI+hyFron8KY/h65xuqV7+XWuO3MLaREmBLGn/96dKDl2uddVh1mkFE+fOZuP6tfw5dz6NGjWSB7BCiAwhKCiIkNAw1jY0Iq9N8nYo+L6Ops32UIKCghKUdAcEBFC2bFksLS2ZPn067u7uREZGcuDAAXr16oWfnx8AhoaGDB069LurVQDkz5+fw4cPo1KpuHLlCp06deLp06fs27fvp95fckj7n7RCCPENL168YMhvQ1i7Zi05ijgxbGcfnAqmraHk31KyYVH2zffh9e7X2LeQolExfB1eLkn3Nz1+9YFTN5/QpYietkNJMvo6Cob/YkDLgnr03f+OJk2aUMOzOouXLJUhkEKIDCOvjZKi9qlz2lDPnj1RKBScP38eExMTzfb8+fPTsWNHzdfdunVj4cKF/P3339SqVeub19PV1cXOzg4ABwcH+vbty5gxYwgNDcXIyCj53kgipL1xlUII8QPR0dHMnz+f3G652blnB22nNmHwlh7pJuEGsMtpS/b8Dnw4J0uH/ZdmeLlahpd/y8ZjvigVCsZUTP1VyxPK2VLJrhaG7GhuxI2zRymQPy/Lli2TaVpCCKFFb9++Zf/+/fTq1StGwv3Vv+txODs70717d4YPH050AqaKGRkZER0dTVRUVFKEnKQk6U6j2rdvj0Kh0LysrKyoUaMG169fj3Hc1/1nz56NsT08PBwrKysUCgXHjh3jzp07GBsbs379+hjHRUdHU6ZMGRo2bPjDmO7du4eZmVm8ith4eXlRpkwZjI2N4zz+7du31K1bF1NTU4oWLcq1a9di7O/ZsyezZs36YTsi4wkICKBK1Sr07t2bwrXzMc5nMGWbl0iTc7d/pFRjD6KCowh/Ga7tUFKX/40mlp7ub1tz+CZZzRRkM09//y6+qp9Hj5vdDWmSK4ouXbpQs4YnT5480XZYQgiRId27dw+1Wk2ePHnidfyoUaN4+PAh69ati9fxfn5+LFy4kBIlSqTKmh7p99M2A6hRowbPnz/n+fPnHDlyBF1dXerUqRPruOzZs7Ny5coY27Zv346pqanm69y5czN16lT69OnD8+fPNdtnzZrFvXv3WLx48XdjiYyMpGXLlvzyyy/xij0iIoKmTZvSo0ePOPd7eXnx8eNHLl++TIUKFejcubNm35kzZzh//jz9+/ePV1siY1Cr1SxbtowCBQtw8851+q/tQuvJjdP03O0fKV6nECjg1bZX2g4lVdEsGSbVy+N0+1EQNx6+pk3B9D/DzNJQwYr6huxtZcSNc8fIny8PK1eulF5vIYRIYV//7sa3zoaNjQ2DBw9mzJgxRERExHnMjRs3MDU1xcjIiHz58pE9e/Z4J+kpTZLuNMzAwAA7Ozvs7OwoXLgwQ4cO5fHjx7x+/TrGcb/++isbN24kNDRUs23FihX8+uuvMY7r06cPhQsXpkuXLsCXJ0ZjxoxhyZIl2NrafjeWUaNGkSdPHpo1axav2MePH8+AAQMoWLBgnPt9fX1p0aIFuXPnpmvXrty+fRv4ktz36NGDRYsWoaOTOueriJT39OlTatWqRZcuXShcKz8j9/UnT1lXbYeV7MxtzMhbzpXPNz9rO5TURbNkmAwvj8uGo7fRVSoYXi7tVi1PqFquetzsZkjDHBF07NiROrVr8fTpU22HJYQQGYarqysKhQJfX994nzNw4EBCQ0NZsGBBnPvd3Ny4evUqt2/fJjQ0FB8fH3LlypVUIScpSbrTiU+fPrFu3Tpy5cqFlVXMJYQ8PDxwcXFh69atADx+/Jjjx4/Ttm3bGMcpFApWrlzJiRMnWLp0Ke3bt6d58+Y0aNDgu237+PiwefNm5s+fn2Tvp1ChQvj4+BAVFcWBAwdwd3cHYNq0aVSsWJFixYolWVsi7VKr1Xh7e5O/QH7OXTlDrxUdaDutCUZmhtoOLcWUauRB1OcoPvl+0nYoqYcML/8mtVrN6kM3yZEJzA0z1i1AJiMF3g2M2N3SiCunjpA/Xx5WrVolvd5CCJECMmfOjKenJ/Pnz+fz59idBcHBwbG2mZqaMnr0aLy8vPjwIXYNG319fXLlyoWLiwsGBqm7RknG+sRNZ/bs2YOpqSmmpqaYmZmxa9cuNm3aFOfc1Q4dOrBixQoAVq5cSa1ateJcw87R0ZHZs2fTvXt3nj17xp9//vndGN68eUP79u3x9vbG3Nw8ad4YMGzYMHR1dcmZMyfbt29n+fLl3L17l9WrVzN69Gi6d+9Ojhw5aNasGe/fv0+ydkXa8e7dO5o1bUqHDh3Qt9Bl1P4BFKyUV9thpbjC1fOjZ6jH612vf3xwBvH/hdQkmfqv837PCXz1ga5FM04v93/Vyf1lrnc95wjat29P3Tq1efbsmbbDEkKIdG/BggWoVCpKlCjB1q1buXv3Lr6+vsyZM4fSpUvHeU7Xrl2xsLBgw4YNKRxt0kr/E7rSsUqVKrFw4ULgS+GxBQsWULNmTc6fP4+Tk1OMY9u0acOwYcN48OAB3t7ezJkz55vX7dChA6NHj6Zv375YWFh8N4YuXbrQqlUrypcv//Nv6F8sLCxiFXWrXLkyM2bMYN26dTx48AB/f3+6dOnChAkTvltU7eLFi/Ts2TNVVjJMC2xsbFixYgUODg7aDkXj6NGjtGvdmg9BQRQ3MubSozc89X9B7pI5tB1aitM30qdozYJc/Psa0dHR6bJgXKIoZHh5XNb73EJfV0mfEulnqbDEyGykYHVDQ5rk06Hb34cpkD8vK71XU79+fW2HJoQQP8X3dfJ/9iW2DRcXFy5fvoyXlxeDBg3i+fPn2NjY4OHhoclp/ktPT4+JEyfSqlWrnwlZ6yTpTsNMTExizFvw8PDAwsKCpUuXMmnSpBjHWllZUadOHTp16kRYWBg1a9bk48eP37y2rq4uuro//vXw8fFh165dzJw5E/gydDE6OhpdXV2WLFkSY829n7FixQosLS2pX78+jRo1okGDBujp6dG0aVPGjBnz3XNtbGwoVaqUJN2JtHv3bmrUqMGJEyfiVZk+OUVERDB69GhmzJhBcRMTVmV3xEyppG7AQxZ39mbapTHo6me8P2slGxbl3PbLBJ8KJvMvmbUdTuqglOHl/xWlimadz20KWIO+rjycAajnpkfZ7Dp03hNGgwYN6N+/P9OmTUNfP+OOBBBCpE3W1tYYGxnSZnvojw9OAsZGhlhbWyf4PHt7e+bNm8e8efPi3B8QEBBrW8uWLWnZsmWMbePGjWPcuHEJbl9bMt7daTqmUChQKpUxCqb9W8eOHalVqxZDhw5NsiJkZ86cQaVSab7euXMn06ZN4/Tp00nWM/r69WsmTpzIyZMnAVCpVERGRgJfCqv9u/24ODk5fbdnX3xfnz59KFeuHPXq1ePAgQMYGRlpJQ5fX19atWjBrZs3GWhtTYdMmVH+bxjxdPustH8cyKJuq+i9spNW4tOmPGVyYWZlwpuDbyTp/h+FQkG0rNMdw9Grj3jzIZTfK2ecmgfxYWWsZFtTA+aeVzB47hxOnTjOps1bcHFx0XZoQggRb46Ojvj6+RMUFJQi7VlbW+Po6JgibaUHknSnYeHh4bx48QL4Mr913rx5fPr0ibp168Z5fI0aNXj9+nWSzr3OmzfmHNqLFy+iVCopUKCAZtv58+dp164dR44c0STigYGBvH37lsDAQFQqFVevXgUgV65cMZYyA+jXrx+DBg3SnFu2bFnWrFlD9erVWbJkCWXLlk2y9yNiy5s3L3v27KFKlSq0atWKLVu2pHjl+JUrV9KrRw/slEo2ZHckn2HMpKG4sTHtM2XG+5g/l/Zex6O2e4rGp21KHSUlG3rg432S6LBolBmsQFacFLJk2H+t87mFkZ4yQywVllAKhYK+JQ0ok12X5ttuUKSwOytWrqJRo0baDk0IIeLN0dFREuFUSu7M0rD9+/djb2+Pvb09JUuW5MKFC2zevJmKFSvGebxCocDa2jrFh82FhITg7++v6Z0GGDNmDEWKFGHs2LF8+vSJIkWKUKRIES5evBjj3AMHDnD//n169uyp2da7d29y5MhByZIliYiIYOzYsSn2XjKq0qVL89dff7F792569uyZYtV+IyIi6N69Ox07dqS2oRFbsmWPlXB/1c/amhz6BqweuJGQj2EpEl9qUqphUaKjonm9TwqqAaCAaEm6NULDI9n8jz8lsiLz/r+jWFYdLnc2pFq2CBo3bkyf3r0JDw/XdlhCCCHSOIVa1spI9RQKhSxpkgjyfUt63t7edOjQgTFjxjB+/PhkbevZs2c0btiQyxcvMtLGlqbxmE/uFxZG00cBZHPPxvCdfZM1vtRGrVYzvtos3gS/w22Wm7bD0brb3W5Ts7ALeyY11XYoqcLWE340mbCDv1sZUdM1YxdRiw+1Ws2ii5EMOBRB/vwF2bR5S6pd+1UIkbGEhYXx8OFDXFxcMPxGR4RIOfH9ecjjbiFEvLVv354pU6YwYcKEb1aZTAqnTp3Co3BhHl67xqps2eOVcAPkMTSkv7UNj64/wWflyWSLLzVSKBSUbuJB1LsoIt5GaDsc7ZNCajGsPXIbMwOlJNzxpFAo6FFcn7Mdjfj4xJeiRQqxadMmbYclhBAijZKkWwiRIEOHDqVfv3706tWLrVu3Jum11Wo1CxYsoGKFCmQLCWVztuwUSmDhtvaZM1PEyIjtXnt49zw4SeNL7YrXK4JarebV9lfaDkXrvhRSk6QbIPhTGHvP3aOSk0LboaQ5he10uNTZgDouUbRo0YLevXrFmColhBBCxIck3UKIBFEoFPz+++80b96cVq1acezYsSS5bmhoKB07dKBXr160MDNnuYMD1vFYtu6/dBQKptnZoxOt5o+Wi5MktrQic1ZLXEvk4PPVz9oORftknW6N7SfvEBkVzegKBtoOJU0yM1CwrqEBi2obsmTxIjyrV+XNmzfaDksIIUQaIkm3ECLBlEol3t7elC9fnvr163Pt2rWful5gYCC/lCnDhrVrmWpnz4gsWdBTJL5XLpu+PiOzZOHVozdsn/b3T8WW1pRq5EHkx0hCHoRoOxStUiilkNpXa4/cIrOxkmJZpWp5YikUCroV0+dwW0NuXDxNyeIe+Pr6ajssIYQQaYQk3UKIRDEwMGDbtm3kypWLGjVq8PDhw0Rdx8fHB4/ChXnh58e6bNmpZ2GRJPE1MregkqkpRxb/w1Pf50lyzbSgaI0C6Ojp8GpHBh9irlDIkmHA8zefOHrtEXVc5eM+KZR30uVCJ0OMQp9TqmRx/v47Yz3UE0IIkTjy2FsIkWhmZmb8/ffflC1bFk9PT06dOoWNjU28zlWr1fzxxx8MGTKEksYmzHTIRqZEDCf/FoVCwYQsdtQNeMifbZcy9fyoDLFUkpG5EYWq5ee6z21th6JdSmRON/DXP74oUDCuglS4TSrOlkpOtzegzY5w6tSpw4wZMxg4cCCKnxidI4QQSSEwMJCgoKAUacva2lrWBE8ASbrTACcnJ/kwTwQnJydth5AhZMmShQMHDlCmTBlq166Nj48Ppqam3z3n8+fPdO7UiY2bNtEpc2b6Wdugmwy/41a6ukyys6P306esGvwXHX5vkeRtpEalGhXl8t/XeX/hPRbFk2bkQFqjUChkeDmw5vAtspgqcMmU/h84pSQzAwXbmxkwygcGDx7MzRs3WLR4MQYGMm9eCKEdgYGB5M2bh5CQ0BRpz9jYCF9fvwQl3u3bt2fVqlVMmTKFYcOGabbv2LGDhg0bolarOXbsGJUqVeLdu3dYxnP1mrRAku40ICAgQNshCPFdOXPmZP/+/VSoUIEmTZqwa9cu9PX14zz25cuX1K5RA9+bN5lln5Wa5ubJGltlUzMaWViwY/tlyjQphluZ9L/Wbv7ybhiZGxL0d1CGTbpRSE/33SdvuXT3Bf1Lxf1vUfwcpULB5CqG5LfRodP6Ndzx92Pbjp1kyZJF26EJITKgoKAgQkJCWTusLnkdrZK1Ld/AN7SZupugoKAE93YbGhoybdo0unXrRqZMmZIpwtRHkm4hRJIoUqQIO3bsoEaNGnTq1IlVq1bFGs59584dalSrxqeXL1ntkI18hikz5HW4rS1nQkJY3HUV0y+PRVc/ff/p09HToUT9opzceI7oqGiUuhmvl1OhlDndG47eRkepYNQvknQnp9buerhaKan/12WKexRh156/KVy4sLbDEkJkUHkdrSjqaqftML6patWq3Lt3jylTpjB9+nRth5NiMt6dmBAi2VSuXJm1a9eybt06fvvttxj7zpw5Q5mSJVG8fs36FEy4AUyUOky3syf0czgLOq9MsXa1qVTDoqgiVbw5lEGXNsrg1cvVajWrD9/CyQKsjOWjPrmVcNDhQicDbHlDubJlOHDggLZDEkKIVElHR4fJkyczd+5cnjx5ou1wUox8EgshklSzZs34888/mTVrFoGBgQDs3LmTyhUr4hwZxVqHbDjo6aV4XB7GxnTKnBnfE3c5v+tKiref0pwLZ8cqWybeHX2n7VC0QqFQZOjh5VfuveT+s3d0LCy93Cklm7mS478aUCmbijp1arNmzRpthySEEKlSw4YNKVy4MGPHjtV2KClGkm4hRJLr06cPT58+xdHRkQULFtCoUSPKGxqyLGtWLHV0tBZXb2sbchkYsG7IZkI+pO91rBUKBaWbFCPyTSRRH6O0HU7Ky+A93et9bqOno2RQmZR/wJWRGesp2N7cgHYFdWjXrh0zZsxAnYEf/gghxLdMmzaNVatWcft2xlhtRZJuIUSysLe3Z8yYMfTq1YvWFhb8bmePgZaX7NJXKJhpnxVVRBSzWy3VaiwpoWSDoqhVal7tzHhrdmfknm6VKpo1h2+SxwoMM+B8fm3TVSpYVteAUb/o89tvvzFo0CCio6O1HZYQQqQq5cuXx9PTkxEjRmg7lBQhn8ZCiCSnUqno2bMnEydOZKC1DcNts6BMJcveuRoYMMDGhsBbTzm07B9th5OsbJyscC6UnY8XPmo7lJSXgdfpPnHzMa+CQ+hdQnq5tUWhUDCxsiGDSuvzxx9/ULduXSIjI7UdlhBCpCpTp05l9+7dnD59WtuhJDtJuoUQSSoiIoLWrVqxZPFiJmSxo7NV8i5bkRi/ZspMMWNjdk3dx9snb7UdTrIq3aQYkR8iCXsapu1QUpYi4w4vX+9zGwM9JZ2LSNKtTX5BKpZficTI0JADBw/SsGEjQkNTZv1cIYRICwoWLEjr1q2ZO3eutkNJdul73RwhRIr6/PkzjRo25NiRI/xub091s+RdgzuxlAoFU+zsqffwAb+3Wsyk48O1HVKy8ajtzqaxO3i1/RWOvRO2lmZaplAqMmTSHR4RxaZjvnhkIdaSfSLlPPkQTZXVIYSp9Zi19igvngQwY0QnatSoye7duzA3T51/G4UQaZ9vYPKvWpKUbUycOJG//vorya6XWknSLYRIEm/fvqV2zZrcuHyZhVkdKG1iou2QvstBT48xWewY/vg5W7z20GRkHW2HlCxMM5mQv1IefM/c1XYoKUsJ0VEZL+k+cPEhH0Ii+K2ukbZDybDehHxJuINClUxashv7bC7YZ3NhzOxNTB7chooVK3HgwH5sbGy0HaoQIh2xtrbG2NiINlN3p0h7xsZGWFtbJ+gcb2/vWNucnJwIC/v/0XgVK1ZMlwUoJekWQvy0oKAgKlWowNN791iR1YGCRmnjhr+euTmHP33k6PITlGxYhOz5HLQdUrIo1ciDG0d8+Xj9I2buZtoOJ0UoFArS4Wf2D63zuYWJgZL6eWRouTZ8jlBTc30oD4LVDJ+5jlx5C2n25XEvzoQF25nYvzm//FKeY8eOYmdnp8VohRDpiaOjI76+fgQFBaVIe9bW1jg6ZpwRdD9Lkm4hxE959+4dVStX5vm9e6zK6kAuAwNthxRvCoWCCVnsqB3wkLltlzH1wuh0OSTXvUpe9I31eb3ndYZJur8UUstYFaM/hoSz8/RdKjmmjqKFGU2ESk3Dv0K5/ExFz1FzKFKqUqxjnHPlY+LCnYzt1YjKlatw7NhRbG1ttRCtECI9cnR0lEQ4lUp/d5dCiBTz/v17qletSqC/PyvSWML9VSZdXabY2fPh7WdWDtio7XCShZ6BHsXrFCI8IDzDLF2kUEJGm9K98/RdwiNVjCqf9v4dpnXRajXtd4Rx5EEUrXuOoVKtZt88Nmv2HIybu4WXr4OoXLkKr1+/TsFIhRBCaIMk3UKIRPn48SM1PT25c+MGS+2z4poGE+6vKpia0szCkku7rnL7xB1th5MsSjYsiipCxbtj77QdSspQZLxCamuP3MbSSElZRxnElpLUajUD9oez4WYktVt0p0Gbnj88x8EpF+PmbuHZi5dUqVKVN2+Sv/CREEII7ZGkWwiRYCEhIdStVYsbly6xxD4r+QwNtR3STxtia4u9nh5Lu68mIixC2+EkuVwlXLDIYs6bwxnk5l5JuizE8i2vg0M4dOkhNXLIx3pKm3wigjnnI/ilWkM69B0X7/OyOedm7JzNPH7yjCpVqvL2bfpevlAIITIy+XQWQiRIWFgY9erW5cLZsyzOmhX3NFI07UdMlEpm2GclLCSCBZ28tR1OklMqlZRu7EHUyyiiQqK0HU6yUygVRGegpHvzcT/UqBlXMe2OOEmLFl+MYNTRcAp4lGPAhIUJPt8xRx7GztlMQOBjqlatxrt3GWQkihBCZDCSdAsh4i08PJxGDRty6p9/WGiflSJGxtoOKUkVNjKia2Yr/E/f4+z2y9oOJ8mVaFCUaFU0QXtSprKpVinIUNXL1xy+iY2xEjdrHW2HkmFsuR1Jj71hOOXKx7g5iV9j1ilXXsb8+Rf3HjykWrXqBAcHJ12QQgghUgVJuoUQ8RIZGUnzpk3xOXSIefZZKW6cvhLur3pYW5PbwID1QzfzKThE2+EkqayuWXDIY8/7M++1HUqyU+hknJ7ugBfBnPV9RuO8knCnFJ+HUbTcGoqNnQMzVh786VUPXFzzM/bPv7hz9x6enjX48OFDEkUqhBAiNZCkWwjxQ1FRUbRu1Yq/9+5ltp09ZUxMtB1SstFXKJhhn5XoSBWzWy3WdjhJrnQTD6KCo4h4nf7mrcegyDhzujce80VHqWBMBRlanhIuPVNRZ0MIJuaZ+GPdP+jqJk3huhxuBRnz5yZu+fri6VmDjx8/Jsl1xRfOzs4oFAp5KRQ4Oztr+8chRIYjJU6FEN+lUqlo/+uvbN+2jd/t7KlgaqrtkJJdLgMDhtjaMsX3OQcWHcOze0Vth5RkitctzFavvbzc/pLsXbNrO5zko8g4S4atPnSLbGZgZyrP0ZPbnTcqqq8NQalnzB/rjmNknLR/D3PmKcSY2ZuY0K8ZDRs24u+/96Kvr5+kbWRUjx49yjAP4n5EoVBoOwSRTAIDAwkKSpkpZNbW1rImeAJI0i2E+Kbo6Gi6dOnChg0bmGlvT1UzM22HlGJaW2biyKdP7Jmxn6K1C2KT3UrbISUJC1tz3Mrm4t6Vh9oOJVkplIoMcYN94+ErfAODGF1eErPk9uxjNFVWhxCi0mXW2sNYZrZJlnZc8xXht6krmTSgFZ06dWL16tWSJAkhfigwMBC3PG6EhYalSHuGRob4+/knKPFu3749q1atolu3bixatCjGvp49e7Jw4UJ+/fVXvL29AXj8+DHjxo1j3759BAUFYW9vT4MGDRgzZgxWVmnrvkySbiFEnNRqNf369cN75Uqm2ttTw8xc2yGlKKVCwRQ7e+oGPGR2yyV4nRyu7ZCSTOlGHvidvMtn/8+YuKXTqQIZpKd7g48vejpKfisrSXdyeheqpurqEF6FKJiwcAf22XMka3sFPcrRZ8wcfh/dnWzZsjFlypRkbU8IkfYFBQURFhpGtq7ZMMiavNONwp+F82TJE4KCghLc2509e3Y2btzIH3/8gdH/VsAJCwtjw4YNMa714MEDSpcuTe7cudmwYQMuLi7cunWLIUOGsG/fPs6ePUvmzJmT9H0lJ0m6hRBxmjVrFvPmzWNcFjvqmltoOxytsNfTY2yWLAx9+pxN43fSfGx9bYeUJApVz4+ugS6vdr7C5TcXbYeTLBRKBWrSd9atVqtZffgmuTKBqb4MLU8uIZFqaq4P4e5bNUOnryF3AY8Uabdc1Qa8e/2SqVPH4uDgQO/evVOkXSFE2maQ1QAj59S7nGvRokV58OAB27Zto3Xr1gBs27aN7NmzkyPH/z/Q7NWrF/r6+hw8eFCTnDs6OlKkSBFy5szJyJEjWbgw4Us1aot8SgshYtm8eTNDhgyha2YrmllaajscrapjZo6nmRnHV50m4PpjbYeTJAxNDChasyBh98OIjo7WdjjJQ5n+lww7c/spT4M+0qOYnrZDSbciVWqabA7l4lMV3Yf9jkfZqinaft2W3ajbsht9+/Zl27ZtKdp2ele3bl2qVo3753nmzBkUCgWXL1+mYsWK3y1K9s8//3yzDbVazcyZM8mdOzcGBgZkz56dyZMnfzeuuAq+DRs2TLP/7du31K1bF1NTU4oWLcq1a9dinN+zZ09mzZqVgO+EECmvQ4cOrFy5UvP1ihUr6Nixo+brt2/fcuDAAXr27KlJuL+ys7OjdevWbNq0KU1NI5OkWwgRw6lTp2jbpg21zS3oZ22t7XC0TqFQMDaLHRZKJfN/XZ5uktSSDYqiClfx4Ww6XZpIQbpfMmzdkdvo6yrpUVyS7uQQrVbTcVcY++9F0aL7SCrXbamVOH7tPZayVerRqlUrTp48qZUY0qNOnTrh4+PDo0ePYu1bsWIFhQsXpmjRomzbto3nz5/HeD169IgCBQpQrFgxSpYs+c02+vXrx7Jly5g5cyZ+fn7s3r2bEiVK/DC2CRMmxGhv1KhRmn1eXl58/PiRy5cvU6FCBTp37qzZd+bMGc6fP0///v0T9s0QIoW1bduWkydPEhAQwKNHjzh16hRt2rTR7L979y5qtZq8efPGeX7evHl59+4dr1+/TqmQf5oMLxdCaNy5c4d6tWvjrq+PV5YsUrznfyx1dJhqb0/XJ09Y3mc9Xea3+fFJqVyesrkwyWRM0P4gLMtYajucJKdQKkgfj0fiFhmlYsPR2xSyBd2fXCNaxKZWqxl8MJy11yOp3awzjdv10VosSqWSPqPnMHFAS+rWq8epkyfJly+f1uJJL+rUqYOtrS3e3t6MHTtWsz0kJIRNmzZpeqTjmjPapUsXXr9+zcWLFzE0NIzz+r6+vixcuJCbN2/i5uaWoNjMzMyws7P75nVbtGhB7ty56dq1K0uWLAEgMjKSHj16sGzZMnR0dBLUnhApzdramtq1a7Nq1SrUajW1a9fGOgEdPV97uNPSfap8UgshAHj9+jU1q1cnU0QEc+zs0Zcb+RjKmZjSwtKSK39f5+YxP22H89N0dHUo1ciDyGcRREekw/Q0na/TffhyAO8+hTGotBRQSw7TTkXwx9kIylSuS6cBk7QdDnr6BgyduhJLKzs8PWvw9OlTbYeU5unq6tKuXTu8vb1j/K3YvHkzERERmrmm/7VgwQJWr17Ntm3byJYt2zevv3v3bnLkyMGePXtwcXHB2dmZzp078/bt2x/GNm3aNKysrChcuDBeXl5ERERo9hUqVAgfHx+ioqI4cOAA7u7umnMqVqxIsWLF4vstEEKrOnbsiLe3N6tWrYoxtBwgV65cKBQKbt++Hee5fn5+ZMqUKUGJurbJXXUaFNd8H3nFfjk7O2v7R5VmhIWFUb5cOR49fsywzFZYyFPyOA22scVBT4/lPdcSERLx4xNSuZINiqCKiiZoX8qs6ZmSvhRSS7/W+dzGWF9J03wyYC2pLbscwfAj4eQrUprBXku1HY6GiZkFI2etJzwqmpo1a/H+/Xtth5TmdezYkYCAAI4dO6bZtmLFCho1akSmTJliHX/8+HH69+/P/PnzKVOmzHev/eDBAx49esTmzZtZvXo13t7eXLp0iSZNmnz3vH79+rFx40aOHj1K7969mT17Nj179tTsHzZsGLq6uuTMmZPt27ezfPly7t69y+rVqxk9ejTdu3cnR44cNGvWTH5HRKpWo0YNIiIiiIiIwNPTM8Y+KysrqlWrxoIFCwgNDY2x78WLF6xbt47mzZunqZ5u+bROgx49epSue3CSSlr6h6hNarWazp06EfDwIZZGRvR+8ZzZWeyokIHW5I4vY6WSGfZZaRX4iLkdVzBoY3dth/RTsud3wNbFmuAT77Ctb6vtcJJWOu7pDgmLZNsJf8o4KFDKiJQktcMvkq67w8ju4saEeVu1HU4sVrb2jJy1jlHd69OiRUv27NmdYkOJ1Wo18+fPZ86cOURFRaVImz9DqVSyaNGibxZLA8iTJw9lypRhxYoVVKpUifv373PixAkOHjwY69jAwECaNGlC165dY8yj/pbo6GjCw8NZvXo1uXPnBmD58uV4eHjg7+//zSHnAwYM0Py/u7s7mTJlokmTJprebwsLC9avXx/jnMqVKzNjxgzWrVvHgwcP8Pf3p0uXLkyYMEGKqolUS0dHB19fX83//9e8efMoU6YMnp6eTJo0KcaSYQ4ODnh5eaV0yD9Fkm4hMrgpU6awbv16NnbuSElnF2rOm0efF88ZEBFBBysrbYeX6rgbGdHdyoqF5x5w6q8LlG1WXNshJZpCoaBMk2LsnHWAiHcR6GdKR0OVFaTbnu7dZ+8RGhHFiF+MtR1KunIsIIpmm0OxtrVnhvehVPtAwzFHHgZOXMykga0YPXr0D6thJ4XXr1/TsWNH9uzZQ5s2bRK8Lq82KJVKXF1df3hcp06d6N27N/Pnz2flypU4OTlRpUqVGMeEhobSsGFD8ufPz+zZs+PVvr29Pbq6upqEG9AUhQoMDIz3PO9SpUoBcO/ePazi+ExesWIFlpaW1K9fn0aNGtGgQQP09PRo2rQpY8aMiVcbIn0JfxaeZtowNzf/5j5XV1cuXrzIuHHjaN68OW/evMHOzo4GDRowduzYNLVGN0jSLUSGtm3bNkaOHMnY2rVo/r95YGeH/kaTxUuZ6efH3YhwJttn1XKUqU83K2uOfv7MplHbKFQ1L6aZTbUdUqIVr1eEHTP283rnaxzaO2g7nCSjUKbfrHvtkVuYGyqp7CIf4UnlynMVtdeHYGRmyR/r/kFfP3U/gCpcsiJteoxkypSJFClShKZNmyZbW0eOHKFt27ZERkayZ88eateunWxtaUOzZs3o168f69evZ9WqVXTp0iXWSLmvc7EPHDiArm78/t2VLVuWqKgo7t+/T86cOYEvxUoBnJyc4h3flStXgC9J/H+9fv2aiRMnaqraq1QqIiMjgS+F1VQqVbzbEWmftbU1hkaGPFnyJEXaMzQyTPCcam9v7+/u37FjR4yvnZycYiwtlpbJJ7YQGdTly5dp26YNzYp5MKZ2Lc12CyMj9vXpRe+Nm1h84iQPIiJYm91RKiT/i55CwUx7exoGBPB7y8WMOTBI2yElmlW2TOQq7kLApcfQXtvRJCEFqNNh1v32Qyj7L9ynnqv8e0wq995GU21NCOga8fuaYxibfrvnJTWp37onD+7coH379ri5uWkKaiWVyMhIRo8ezfTp06lSpQqrV6+OM/FL60xNTWnevDkjRozg/fv3tG/fPsb+GTNmsHnzZnbv3k1UVBQvXryIsd/CwiLWOsIAVatWpWjRonTs2JHZs2cTHR1Nr169qFatmqb3+/z587Rr144jR47g4ODAmTNnOHv2LJUqVcLCwoILFy4wYMAA6tWrF+fogn79+jFo0CAcHL48MC1btixr1qyhevXqLFmyhLJlyybRd0mkBY6Ojvj7+RMUlDJ1WqytrdPEqJfUQpJuITKg58+fU69uXfJlycLKdm1jDaPU1dFhYauWuGXJwqAtW6kW8JCtjk5kjucT/ozARd+AITa2eN15yd/zjlCrd5Ufn5RKlWpUlHvDHxIaEIqRc+ybx7RIoVSQHqd0bz3pj0qlZmxFA22Hki48/xhNldUhfFbpMm3VATLbxL1MU2qkUCjoNeJ3RnStS/36Dbh06WKSDbe8d+8erVq14sqVK0ybNo1Bgwal2uH2SaFTp04sX76c6tWrx0oiFixYQGRkJDVq1Ijz3JUrV8ZK1OHL8Pbdu3fTp08fypcvj4mJCTVr1owxxzokJAR/f39N77SBgQGbNm1i/PjxhIeH4+TkRJcuXfjtt99iXf/AgQPcv3+ftWvXarb17t2bixcvUrJkSUqUKBFjKTSRMTg6OkoinEql37+gGcyrV6/o1q0bjo6OGBgYYGdnh6enJ2fOnNEc862q51OnTgUgICDgm5XAz549+8MYwsPDKVy4MAqFgqtXr373WLVazbhx48iaNStGRkZUrFiRW7duxThm4MCBZM6cGUdHRzZu3Bhj319//UXdunXj+d0R/xYVFUWzpk1Rh4ays3tXjL8xjFKhUDCgahW2d+/Ge7WaGo8C8AsLS+FoU7eWlpaUNjHh7z8O8iog7VYAL1rLHR1dHV7teKXtUJKOMn2OLl97+BZWxkrcs8gDsJ8VHKam2poQnn+G0XO2kt05949PSmUMDI0ZOm0lb4Pf07x5iyQpcLZmzRqKFCnCu3fvOHPmDEOGDEnXCTdA6dKlUavVHDhwINa+hw8folarv/mKK+H+KmvWrGzdupWPHz/y4sULVq5cGePBSMWKFVGr1ZrVVooWLcrZs2cJDg4mNDQUPz8/xo0bh7Fx7PoNnp6enDt3LsbPxtjYmL/++osPHz5w+PBhbG3TWYFMIdKw9P1XNANp3Lgx165dY9WqVdy5c4ddu3ZRsWLFWOtBTpgwgefPn8d49enTJ8Yxhw8fjnWMh4fHD2P47bffyJo1fvN/p0+fzu+//868efO4cOECdnZ2VKtWjY8fPwJf1rdcv349Bw8eZNq0aXTo0IE3b94AEBwczMiRI5k/f3682hIxjR49mjNnzvBXp45ktbT84fH1Cxfi5JDBGBsZ0eLJYw7/72ckQKlQMDmLHYYomN1qMdHRaXO9a2NzI9yr5iPUP/THB6cV6bB6+ZPXHzhx4zH13eSj+2eFRqqpvT4E/zdqBnotJ2+hEtoOKdFs7R0ZOGExR4/6MGLEiERf58OHD7Rp04Z27drRuHFjLl++LGs+CyFEEpFP7nQgODiYkydPMm3aNCpVqoSTkxMlSpRg+PDhsQqemJmZYWdnF+NlYmIS4xgrK6tYx+jp6X03hn379nHw4EFmzpz5w3jVajWzZ89m5MiRNGrUiAIFCrBq1SpCQkI0y2D4+vpSsWJFihUrRsuWLTE3N+fBgwfAl+S+Z8+eMnwmEfbt28fUqVOZXL8eZXPljPd5Hk6OXBoxjNxZsjDgxXMWv0m7vbpJLYueHuOy2PH2+Xs2jdup7XASrWTDokSFRvH+UvpY11WhTH9LBm465otCoWBMBUNth5KmRUWrabYllHNPVHQeMp2S5WtqO6Sf5l78F9r1GsOMGTPYsGFDgs8/d+4cRYoUYffu3axbtw5vb2/MZNlIIYRIMpJ0pwOmpqaYmpqyY8cOwsOTf5mA/3r58iVdunRhzZo1cQ6B+q+HDx/y4sULqlevrtlmYGBAhQoVOH36NACFChXi4sWLvHv3jkuXLhEaGkquXLk4efIkly9fpm/fvsn2ftKrJ0+e0LZNG2oVLMDgat9et/RbsmXKxOnfBlM9X17mBAUx+OnTZIgybaplbk5NM3NOrj3DgyuB2g4nUQpUdMPIzJCgvenkgYqCdDene83hW9ibgaOFfHQnllqtpvOuMPbeiaJp5yFUb9BW2yElmTotulKhRhM6der0wyleX6lUKqZMmUK5cuWwtbXl6tWrtGrVKnkDFUKIDEgmhaUDurq6eHt706VLFxYtWkTRokWpUKECLVq0iFXNdOjQoYwaNSrGtj179lCxYkXN12XKlIk1f+v9+/dxLlz/dT5T9+7dKVasGAEBAT+M92vlzyxZssTYniVLFh49egR8mavUpk0bihcvjpGREatWrcLExIQePXrg7e3NwoULmTt3LtbW1ixZsoT8+fN/t83Xr1+nqqUzrK2t473sSFKIioqiRfPmGAGrfm2X6Pl5ZoaG7O7ZgwGbtzD36DECAh6y3tEJ/XQ+3y8+xmTJwoXQEBZ0WM7Ui6NT9OebFHT1dSlevwinNp0nOioapW7a/pl+WfIn/WTdfoFvuPbgFUPKpO6lrFK7YYfDWXUtEs9Gv9KsY9pddSAuCoWC7kNn8CTgDvXrN+DKlcvfLaz29OlT2rZty7FjxxgxYgRjx4794ag2IYQQiZO27grFNzVu3JjatWtz4sQJzpw5w/79+5k+fTrLli2LUeRjyJAhsYp+fF1q4qtNmzaRN2/eGNviSrgB5s6dy4cPHxg+fHiCY/7vOphqtTrGtnHjxjFu3LgYX1etWhU9PT0mTZrEjRs32LNnD+3atePSpUvfbGf37t3Uq1cvwfElp1y5crF8+XLKly+fIu2NHj2as2fP8s/AAVib/tya0jpKJXOaNyO3rS19/9pMtYcP2OLkjE0aSzKTmoWODlPt7On85DHLeq+n+6J22g4pwUo2KMLxtWd4c+QNNp422g7nh9RqNarPKlSfVaij1F9eqi//jXwbSbQaDl8OQAEoFKBUKlCgQFdHSWYzQ6wtjMlsZoiOTup/wLDh6G10dRSM+EWS7sSaeTqc6acjKFWxNt2GTNN2OMnCwNCI36asYPCvVenYsRPbt2+L9VkLsHPnTjp27IiRkRFHjhyhUqVKWohWCCEyDoU6vVWayQAUCkW8CgR17tyZQ4cOaXqPnZ2d6d+/P/3794/z+ICAAFxcXLhy5QqFCxeOVywNGjRg9+7dMT7UVSoVOjo6tG7dmlWrVsU658GDB+TMmZPLly9TpEgRzfb69etjaWkZ5zl+fn7UrVuXK1eusGLFCk6ePMlff/3F58+fMTU15f3795ibx1xb9ev3KTIyEh8fnySp6poUIiMjmTlzJqdOnaJXr15MnToV059MhL9n37591KpVi2kNG/CbZ/Ufn5AAf9+4SZMlS1FGR7PSIRsF4lirNKPxevmSDcHv6L6sPe5V8mk7nARRq9WMLDeFT6oQck/TXiXn6PBoot5HEfU+isj3kZr///riA0S9jyL8fTjRUd8pXqcD/GCAi0KhIJOZMdYWxlibG355WRhhbW70v21GWFsY4WhrjqtDZowNU74nUK1Wk6PdIvQiPnCnj8yzTQzvqxF02BlGHvcSTF68S9vhJLvzx/czdWh75s6dS+/evTXbQ0NDGTx4MAsWLKB+/fosX74cKysrLUaacuJ775QRyPcibQsLC+Phw4e4uLhgaCg1PrQtvj+PjN01lc7ly5ePHTt2JGsbc+bMYdKkSZqvnz17hqenJ5s2baJkyZJxnuPi4oKdnR2HDh3SJN0RERH8888/TJsWu/dBrVbTtWtXZs2ahampKSqVSrOm5df/fq9qtJ6eHp6enol+j8mhXr16zJ8/n2HDhrFnzx6WLl1KtWrVkrydn53H/SO1Chbg7NAh1Jg7nzZPnzDZ1pZa5hZJ3k5aMtDGhpMhn1nRex1TL4zG0DTtfCAqFApKNynGvvk+RH2KQtc0eT8ioj5EEf4snLBnYYQ/DSfyeSSRzyIJC465NJ2uni42tjZks8uGQzYH7O3tYxR6zJQpEwYGBujr68d4RUdHo6urG2N5n+joaCIjI3n79i1v3rwhKCjoP6/X3H79iqC7rwgKekPw+w8xYnHMkoncDpa4ZctE7myZyedkTaEctthY/rieRWJdvPOCgBfvmV5V1uZOjN3+kXTaFYaDUy4mLdyh7XBSRInyNajVtBODBg2iXLlyFC5cmKdPn1KjRg3u3bvHggUL6N69e5y94OmVk5NThnq/3+Pk5KTtEEQyCQwMJCgoZWqzWFtbS1HjBJCkOx148+YNTZs2pWPHjri7u2NmZsbFixeZPn069evXj3Hs17Ui/83Y2DhGL/GbN29iHWNpaRnn05v//mP72mObM2dOsmXLptmeJ08epkyZQsOGDVEoFPTv35/Jkyfj6uqKq6srkydPxtjYOM4CLkuXLsXW1lYzRLxs2bKMGzeOs2fPsm/fPvLly4dlPJa+Sk2USiV9+vShdu3adOnSherVq9OpUydmzpyZZO8lqeZx/4h7tmxcGjGMWvPmM/TJU+6HR9DHJvUPTU4uRkolM+ztafHoEfM6rGDw5p7aDilBSjQowt45h3m96zX2reyT5JpqtZrIoEjCAsMIDQglPDCciMcRhL39klzr6OqQM1dOChUsRL6m+ciVKxdZs2aNkVRr62Y5MjKSN2/e8PDhQ/z9/fH39+fOHX+O+fmydP8NIiK+PPizszLH3cWaQjlscHexoVhue9yyZ06SuNf73EJfV0m/kjLfNqFOPIqiyeZQMllnYdZqn3S/3vS/tes1Gr9r52jWrDmXL1/iwYMHZM2alQ0bNlCgQAFth5fi4lNzRoi0LDAwkDx58xAakjLLfxoZG+Hn65fgxPvFixd4eXmxd+9enj59iq2tLYULF6Z///5UqVIFZ2dnzShdIyMjcuTIQZ8+fejWrRsA3t7edOjQQXM9ExMT3NzcNKsipVaSdKcDpqamlCxZkj/++IP79+8TGRlJ9uzZ6dKlS6w1O8eMGcOYMWNibOvWrRuLFi3SfF21auwe0Q0bNtCiRYtEx+jv78/79/+/FNFvv/1GaGgoPXv25N27d5QsWZKDBw/GWqLk5cuXTJ48WVPVHKBEiRIMGjSI2rVrY2trG+dw9LQiR44cHD58mGXLljFo0CD27dvH4sWLqVOnzk9fOynncf+IvYUFJwcPovUKbxZdu8bdiHBm22fNUDe4/1bA0IheVtbMvRjAiY3n+KVF3KM+UqMsLjY4FczGs/MvEp10q9VqIp5H8On2Jz7f+kzYvTAiPkYAYGVrRZmiZfCo40GhQoXInz8/rq6uqbaAk56enib5L126dIx9KpWK+/fvc/36da5du8b1a9fYfO4qM/46B3xJxCsXykblwk5ULuyEi71lgttXqaJZe+QW+a1BP40Xt0tp11+qqLU+BANjc/5Y+w/6+hlrPry+gSEDJy5mSPvq9O7dG29vbw4cOKDtsIQQySQoKIjQkFA6/NEC+1y2ydrW83uvWDlgI0FBQQlKugMCAihbtiyWlpZMnz4dd3d3IiMjOXDgAL169cLPzw+ACRMm0KVLFz59+oS3tzfdu3fH0tKS5s2bA2Bubo6/vz/wpUNx5cqVNGvWjFu3buHm5pb0bzgJyJzuNEjm4sRPWvs+PX78mG7durFv3z5at27N7Nmzsba2TtS1knMe9/dER0czdPsOZh46jKu+AZucnDDMoIl3lFpNq8BH3ImKZNLpEZjbpJ25uEdXnWLT+J3k8sqFYdb4DY+P+hDFp1uf+HT7E2G3wwh7E4auni6lSpeiauWqFCtWjKJFi2JvnzS956nZ+/fvOXfuHD4+PvgcOcyly1eIjo7GyS6TJgmvVNgJB+sf/04cuRxA1aEb8a5vyK+FM1bS+DMevIum1LLPfFYbMHvjaaxts2o7JK05uncTcyf1Y+PGjZobViFE2vWtOcSXL1/Gw8ODEbv74lgg23eu8PMCbz5hct05XLp0iaJFi8b7vFq1anH9+nX8/f0xMTGJsS84OBhLS8s4a1Dlzp0bDw8PNmzYgLe3N/379yc4OFizPzo6GkNDQ9atW0fTpk1/9u0liMzpFiKNyZ49O3v37mXt2rX069ePgwcPMn/+/AT/8Ujuedzfo1QqmdG4Ea62tvRYv4FqDx+w2dERO72MlyzoKhRMt89Kg4CH/NFqMWMPDdZ2SPFWrE4hNk/Yxavtr3DsFfcT7OjwaD7f+cynW58I8w3j86PPAOTJl4ea7WpStWpVypcvn6xFAlMrCwsLqlevTvXqXx54BQcHc+LECU0SvvLAHgByZ7emcqHsVCrsSOXCTlhbxJ4Xvs7nFoZ6Stq6y8d1fL38FE2V1SF8iNRhmvf+DJ1wA1Ss1YzLZ47QrXt3ypQpQ/bs2bUdkhAiA3r79i379+/Hy8srVsINfHd6paGhoaaO03+pVCpWr14NkKAHAClNPsWFSEUUCgVt27alWrVq9OzZk2bNmtG4cWPmzZuHnZ3dD8+Pjo7m13btkn0e9490/aUcLlZWNFy8mDqPHrHUwYEiRslXaCq1ctbXZ5iNLRPuvWT3nwep2y/lRh38DDMrU/JVcMPv3L0Y26M+RvHh4gc+XfzEpzufiI6MxsbOhsbVG1OtWjWqVKmSIXqyE8rS0pK6detSt25dAF6/fs0///yjScIX7dmJjo6SSoWcaFbBjYZlc2NtYUxYRBSbj/tRwp4MO1Ujod6Hqam2JpSnH2Hs/C045sij7ZC0TqFQ0O236QxsV5k2bdri43Pkm8uACiFEcrl37x5qtZo8eeL/dzkqKoq1a9dy48YNevToodn+/v17zUP90NBQ9PT0WLJkCTlz5kzyuJOKfIoLkQrZ2dmxdetWNm3axPHjx8mXLx9r1qz54XD5RYsW4XP0KCvbtkn2edw/Ui1fXs4PHUpmc3PaP3nCjn8NA8pImltaUtbEhANzjvDy/mtthxNvpRoVJSokig+XPvDu1DsCfw/kTv87vFjzgmJ2xfh9xu/cvHmTl89esmrVKtq0aSMJdzzZ2NjQpEkTFixYgJ//HZ48ecKCBQtRWzrT/c+D2DWfh+fwvxi82IdPoZEMLSdVy+MjLEpN3Q0h+Aap6D9xKfkKldJ2SKmGqbklfcfM5cSJ48ycOVPb4QghMqCv97DxKTA6dOhQTE1NMTIyolevXgwZMkRTSA3AzMyMq1evcvXqVa5cucLkyZPp1q0bu3fvTrb4f5Yk3UKkUgqFQlMUokaNGrRr1446derw5MmTOI9/8OABvw0ZQvfyv1A1b+ro3cmX1Z6Lw4dS2DE7o169ZOarV9oOKcUpFAom29ljiILZrRZ/d3m71EIVqUKh+PLxEDg3kKdLn5LfLD9z/pzDs2fPOHL4CP369SN//vyyBE8ScHBwoGvXrhw+4sPz58+ZN28+kaaOLNx9BV0dBcuvRLHLP5JIVdqpUZHSoqLVNN8SyqnHKjoOnErpSrW1HVKqU6BoWRq06cWoUaO4evWqtsMRQmQwrq6uKBQKfH19f3jskCFDuHr1Ko8ePeLTp09Mnz49xogvpVJJrly5yJUrF+7u7gwcOJBKlSrFufRwaiFJtxCpnI2NDevXr2fHjh1cuXKF/Pnzs3Tp0hi93tHR0XTs0AEbE2OmN2qoxWhjy2Juzj8DB9C4SBFWvHtL9yeP00TimZRsdHWZaGfHu1cfWD9qm7bD+aanfs/ZMmk3I8pMYWnvteTImYPBgwcTGBjI6ZOn6dWrF1myZNF2mOmara0t3bt3x+foUe7dv8/UaTN4oOdG/Y2hOMwOo//+MK48V6WpIpHJTa1W031PGLv9o2jSYRA1GrfXdkipVosuv5HN2ZWOHTsRFRWl7XCEEBlI5syZ8fT0ZP78+Xz+/DnW/n8XRrO2ttYsHxrfh/s6OjqEhqbMcmmJIUm3EGlE/fr1uXXrFo0bN6Zr165Uq1ZN80dr/vz5/HP8OCvatMbsO5UTtcVIX5+NnTsysmYNjn/+TN2AAEIyWOLtaWZOHXNzzmw8z/1LAdoORyNaFc2VAzf5vfliJtb8gys7b9GhTUeuXLnC/Xv3mTFjhhRe0hIXFxcGDRrElWs3uHbtGm279mHjAzOKLvlMoSXhLLwQQViUJN8jfcJZfiWSKvXa0KLLEG2Hk6rp6enTY/jvXLt2ld9//13b4QghMpgFCxagUqkoUaIEW7du5e7du/j6+jJnzpxYy3J+j1qt5sWLF7x48YKHDx+yZMkSDhw4QP369ZMx+p8jhdTSICcnJxnSGQ9OTk7aDiHJZcqUiRUrVtC8eXOmTJnCq1evUKlUDP3tN3pXrEClVLo2IXwZCjSpfj1cbW3pvGYt1R4+4K/sjjhkoLVzR9lm4VxICAs6rGTa5dHo6mrvT3Doh1BO/XWBf1af4fXjN5QtVwavzVOpV69ehlvPOC1wd3dn1qxZTJs2jQMHDrBi+XJ679zB+BMq+pdQ0qOYPhaGGe9z4Y8z4Uw5GUHxctXpOVzmKseHa74i1G3RjbFjx9KgQQNy586t7ZCEEEno+b3kn8qX2DZcXFy4fPkyXl5eDBo0iOfPn2NjY4OHhwcLFy6M93U+fPigqSNjYGCAk5MTEyZMYOjQoYmKKyXIOt1CpGHR0dFUrFCBp3fucH3kcEwM0kbBpWP+d6i/cBGRkZEsss9K8TiWjkivzn7+TMcnj3Gvmo+eS9unePsvH77mqPcpzm69jCpCRYsWLejXrx8eHh4pHov4Offu3WPG9Ol4e6/EUBd6FFXSv5Q+dqYZYxDbmmsRtNsRhmv+okxb9re2w0lTwsNCGNi2MrlcHDl27KhUxxciDfnWutCBgYHkyZuH0JCUGWJtZGyEn68fjo5xLy2aUcR3nW5JuoVIwxYtWkSPHj3wGdAvVfdyx8X/xUtqzJ3H03fvGGljS7PvrM+Y3kx79ZLV797RdVE7ingWSJE275y9z+GlJ7hx1JfMVpnp2aMnPXr0kIrj6cDz58+ZPXs2CxfMIyI8jA7uOgwuY0DOzOk3kdp7J5J6G0Oxy+bCnI2nJGlMhBuXTjK2dxMWLlxI9+7dtR2OECKevpfkBQYGEhQUlCJxWFtbZ/iEGyTpFiLde/r0KXnz5KF5oUIsbdta2+EkStCnT9RbsIhzDx/SysKSERmkSFd4dDQNHwXwQqFmysXRGJkm3zz8O2fvs/fPI/ifvUeBgvkZOGAQLVu2/O4Hg0ibgoODWbhwIbN/n0nQm3c0y6/L0LL6FLZLX2syn34cReVVIZhY2rJgy3n05Xc50RZOHcwZn53cvnVLajcIkUbEN8kTKSO+Pw95NCxEGqRWq+nZowcmurqprlp5QlibmnJ0QD9aFi/G2uB3dHwcmCEqmxsolcy0z0pkeCRz2i1Lljbunn/IHy2X8HvLxRiGm7Bz506uX7tBhw4d5EM6nbK0tGT48OEEBD5h3vz5nPtoR5HFn6m1Pozjj6LSRcXzm69U1Fgbgr6xGbPXH5eE+ye16zUaA0MTunfvkS5+P4QQIrWSpFuINGjr1q3s2r2b+c2bksnEWNvh/BQDPT3WdGjP+Lp1OBsSQs2Ah3xWqbQdVrLLZ2hIb2trHl4J5NiaM0l23ce3nzGvwwpmNV+IQZjxl6XmLl2hXr16UoAxgzAyMqJHjx7cufeAdevW8UQ/JxW8QyjrHc6h+2l3maiA4Giqrg4hSmnAzDXHMDW31HZIaZ6JmQVdhkzj77/3smHDBm2HI4QQ6ZYk3UKkMe/evaN3r140LFKYRkWKaDucJKFQKBhTuxbrOnbguUpF1YCHBEZEaDusZNcpsxXuRkZsnbCT4Jfvf+parwKCWN53PV61ZxP2LIrNmzdz9fJV6tevL8l2BqWrq0urVq24duMWe/fuRZG1CNXXhlBvYxh336StB1uvPkdTZXUIwRFKvJbuwyaLg7ZDSjdK/OJJuar16dOnL69fv9Z2OEIIkS5J0i1EGjNk8GBCP31iXvNm2g4lybUqUZxjAweg1NenQeAjTv1vHfL0SlehYLqdPUqVmtktFyfqGuEhEWyfvo8J1X/n6eWXLF26FN9bvjRp0kSSbQF8eahVq1YtTp4+w+bNm7keYkP+haEMORjG+7DUP6T4Y7gaz7WhPP6gZsQff+GcK5+2Q0p3Og6YRKQqmn79+2s7FCGESJck6RYiDbl06RLLV6xgSr26ZE2n1b7L5srJheFDyZY5Mz2ePWXdu7faDilZOerrM8I2Cy8eBrFz5v54n6dWq7n093UmVJvFsZWnGT1qNPfu3qdz585aXf9bpF4KhYImTZrg63+XMePGs+CqktwLwlh2OQJVdOpMvsOj1NTbGMqNVyr6jl9MQY+y2g4pXbLMbMOvfcayYf16Tpw4oe1whBAi3ZHq5UKkEWq1mvK//MK7gACujhiGrk76qkj8X+8+h9Bw0WKO37tHU3Nzxtml36Wt1Go1PZ4+5XToZ0YeGIh9ru9XcX/54DV/jdvFrRP+1Klbhz9n/0mOHDlSKFqRXjx9+pRhQ4eydt06ijros7iWHsWypp6/K6poNc22hLLDL4oO/SdRu1lnbYeUrkVHRzO8Sy1M9BVcvHgBnXT+GSNEWiXVy1MXqV4uRDqzZcsWTp46xR+NG6X7hBsgk4kxB/v14ddSJfnr/XvaBj5Kt5XNFQoFE+3sMEbBn62WfPN9hodEsGPGfibW+IPPT8LYtWsXu3ftloRbJIqDgwNr1q7l9OnTRFu5UXJ5CH33hfEhXPvP4tVqNT3/DmO7bxQN2/WThDsFKJVKOvafxNWrV/D29tZ2OEIIka5IT7cQaUBYWBh53NwoaGnB7p49tB1OilKr1Uw7cJDhO3bioKfHVkcnzNPp8OnDHz/S99lTyjQrTrtpTWPsu3rwJlsm7OFD0CeGDxvO0KFDMTIy0lKkIr2Jiopizpw5jBk9Cgu9KP6srkvjvLpaqwsw5mgYE49HULlOC3qPnK2VGDKq2eN64Xv5BHfv3sHCwkLb4Qgh/uN7PauBgYEEBQWlSBzW1tY4OjqmSFupWXx7uiXpFiINmDJlCmNGj+bm6FG42X1/6HF6tfnSZdqsWImBQsH6bNnJaWCg7ZCSxYjnz9n94T39NnUnd4kcfHr3mU1jd3Jh91Vq1arFnP9j777Dqqz/P44/D+cc9l4CyhJEEEXFreXMkaaWI2c50jRHWmZmw8w0y3a5UnHlNkemuc299wIniAOQo+JgHs45vz9Mfl9ygQI34/24Lq7knM+579cNeTzv+7N++YWAgAClY4piKjY2lncHD+LPVX/RKsiciS+b4+dYsIPift2Xwbvr0giv05hPf1hQoOcWoLt+jXc7v8CggQP49ttvlY4jhPiPxxV5sbGxhJQvT0paWoHksLa0JPLMmVwV3j179mTOnDlZ3zs7O1OjRg0mTJhAWFgYQNbN3j179lC7du2stunp6Xh5eXHz5k3++ecfvLy8qFKlCjNmzKBr165Z7YxGIy+88AKlSpVixYoVz3uZT5XTort4dhcJUYzEx8fz1bhxDGrQoMQW3AAdq4Xj4+xEq4mT6XA5lh9LedDQzk7pWHnuY3d39qQkM/Wt2bzxXUcWj1oFehXz58+nS5cusiK5yFc+Pj6s/HMVK1euZPDAd6g4NZHfWprTLUxbIOdfeELPu+vSCAypLAW3QlzdvXjtjcH8/PMP9O3bl6CgIKUjCSFyQKfTkZKWxjeengSY52/HxIWMdEbExaHT6XLd292iRQtmzZoF3P+M++mnn/LKK68QGxub1cbb25tZs2ZlK7pXrFiBra0tN2/eX2A3KCiIr7/+msGDB9OoUSM8Pe+v/fP9999z/vx5Vq5c+ZxXmbdkTrcQhdynn3yC+b/7WJd0tfz9OTjyI/zdXBkcH8fMGzeUjpTnbNVqRpfyIOVeGr/1/5061epy6uQpunbtKgW3KDCvvvoqp6PO0q5jF7qvSKXPqjRS9Pk7MG7d+UzeWJGKR2lfvpq2Jl/PJZ6sTZf+OLl68P77w5SOIoTIpQBzCypYWubr1/MU9RYWFnh4eODh4UGVKlUYMWIEly9fJjExMatNjx49WLRoEampqVmPzZw5kx49emQ71uDBg6lSpQp9+/YFICoqilGjRjFt2jTc3d2fOWN+kKJbiELsyJEjzJw1iy9atcTJxlrpOIWCn6sLe0d8SKOgIL7XJfJx3DWlI+WpY6mpjL95A0tzc7744gvWrFmDl5eX0rFECWRnZ8ecuXOZOXMmCyJV1IxI53SiIV/OtfdKJq8tTsHe0ZUf5v0j294pzMLSijcHjWLNmtWsW5fzrQyFECI37t27x/z58wkMDMTFxSXr8WrVquHv78+yZcsAuHz5Mtu3b+eNN97I9nqVSsWsWbPYsWMH06dPp2fPnnTq1IlXX321IC8jR6ToFqKQMplMvDd0KMGenvSr/6LScQoVBysr1g4eyNsvvsDKO3fofCmGzCK+snmmycQUnY7ul2PxCA3lxKlTjBo1Snq3haJUKhW9evXiwMFDmJz8qDEjjdlHM/L0HKcTDbSYl4rG0pYfF2zD0lJuMBYGdRq9QsXwugwd+h56vV7pOEKIYmL16tXY2tpia2uLnZ0dq1atYvHixZiZZS9Le/XqxcyZMwGYNWsWLVu2xM3N7aHj+fj48NNPP9G/f3+uXbvGzz//XCDXkVtSdAtRSK1cuZJt27fzQ/vX0JaALcJyS6NWM6VrF37o0J4TaWk0jYnmZmam0rGeyc3MTPpeu8qkWzf5+NNP2bl7N4GBgUrHEiJLaGgoBw4doXO3N+n1Zxo9VqaSnPH8w81jbxtpMjeFDLR8N2cL9o4uT3+RKBAqlYpeQ8Zw7txZJk+erHQcIUQx0ahRI44ePcrRo0fZt28fzZo14+WXX+bSpUvZ2nXv3p09e/Zw8eJFZs+eTe/evR97zF69euHp6cm7775baHddkKJbiEIoPT2dD95/n5crVqRFaKjScQotlUrFey81YUX/ftw2mWhxKYaoAlq1M6+cSE2l49UrRFtYsGXLFsaMGYNWWzCLVgmRG9bW1kTMnMncuXNZdk5D9Yh0TiQ8+3BzXcr9gvtmmhlf/rYGdy/Zeqaw8Q+qSJPW3fh89GiSkpKUjiOEKAZsbGwIDAwkMDCQmjVrEhERQXJyMtOnT8/WzsXFhVdeeYW33nqLtLQ0Xn755SceV6PRFOqpSVJ0C1EI/fLLL1yKjeX79q8pHaVIaFulMjuHf4C1lRWdr1xm0927SkfKkWW3k3jz6hW8K1bk0NGjNGjQQOlIQjzVG2+8wcFDh9G6BVAzIpUZhzPI7e6j9zJMNJ+XyqXbJj76fgFly1fKp7TieXXq8wGpqWn8+OOPSkcRQhRDKpUKMzOzbIumPdC7d2+2bt3Km2++ibqIj/osvLcDhCihEhMT+XLMGAY0qE/Iv9sfiKer5uvDoY8/4uVfJ/FefByDMtLp5+KqdKxHyjCZ+Pp6AouSkujTpw8TJ07EopjuOy6Kp+DgYPYdOMTQIUPoO306/8QYmdrKAjuLp69BkGEw8eqiVI4lGHj38ylUqSk3mwozZ9dSNG/Xgx9+/JF3330322JHQojC50JGeqE+R3p6OvHx8QDcunWLiRMncu/ePVq3bv1Q2xYtWpCYmIi9vf0zn6+wkKJbiELmm2++QWU08rlsEZZrZZyc2P3hB3SaEcEvJ09xLi2d70qXVjpWNtcz9bwXH8+pjAymTZuWtc2FEEWNlZUVv02bRqPGjenbpzcHZqSxrIM5lUo9vjfCYDTxxoo0/onJpMe7X/BiMxnNUxS81n0Qm1bO47vvvmP8+PFKxxFCPIKrqyvWlpaMiIsrkPNZW1ri6pr7zo1169Zl7altZ2dHcHAwS5cupWHDhg+1ValUz3SOwkhlyu2YMCFEvklISMDfz48PGjdiTJuH7/iJnDEYjby/9A9++WcrFSwsWODji7mZ8rNpjqSmMDQhAa2jI8tWrqR27dpKRxIiT5w7d46O7dsRfT6KFR3Naez/8D19k8nEoLVpTDmgp223Abw5aJQCScWzmjd5HOuWRRAdHV3o9r8VoiRJS0sjOjoaf39/LC0tsz0XGxuLTqcrkByurq74+MhaHE/6ffwvKbqFKESGDRvGjKlTiflyjOzLnQcm/rOVd5csxVWt5g9fP9wUXGBj3d07jExIoHrNmvyxfDkeHh6KZREiP9y9e5eOHdqxZfMWZrWxoFtY9gUBx2xL5/Ot6TRo0YEhn09UKKV4Vndv3+Sd9jXp3+9tvv/+e6XjCFFi5bTIEwUjp78P5bt+hBAAxMfHM2XyZIY2aigFdx4Z1Kghqwe8wz2VipYx0Zx8xCIdBWHuzZsMu3aN9q+/zuZ//pGCWxRLdnZ2/LX6b7q/8SbdV6Ty9c70rAXWphzI4POt6VSu2VAK7iLKzsGZVzq9zeTJk7l27ZrScYQQokiRoluIQmLChAmYm5kxtHFjpaMUKy0rVWTviOHY29rS/eoV1ty5XWDnNppMfHM9ga8Tr/PhiBH8Pm+eLJgmijWtVkvEzJmMGjWKkZvTGfR3OgtP6Bn4dxr+QRX57McFSkcUz6F1535otBYyr1sIIXJJim4hCgHp5c5fYWXKcOjjj6jg5clH8fH8kng938+pN5kYER/P3KQkJk6cyNdff41ZIZhXLkR+U6lUfPHFF0ybNo3fDmfSdXkq7p7efBOxTv4OFHE2dg606foO06ZNIzY2Vuk4QghRZMi/fkIUAu+++y7pGXoyDAaMRqPScYolTwcHdn4wjFfCwvjt5k0GX7mSbz/rVKORwXHX2JCSzJIlSxg4cGC+nEeIwqxv375Mmz4djUaDu5cP+gLYxkbkv1Yd+2BlY8fYsWOVjiKEEEWGFN1CKEyn0/HXX39hY2HH+HXrcXh/OKNW/SXFdz6wsbBgeb++DGv6EpuT7/HapUuk5fHP+Y7BwNvXrnEoM5M1f/9Nhw4d8vT4QhQlvXv3ZtOmTUSfPc6X73Um+W7BTe8Q+cPKxpa23QYya9YsLl68qHQcIYQoEqToFkJhv/zyCyYjfPr6LAa2/AY3h7J8+fda7IZ+wPBly8nMzFQ6YrFiZmbGt+3b8Vu3rlzQZ9A0+iLx+ow8OfYdg4G3rl0jWqNm8z//0LRp0zw5rhBFWYMGDdiyeTPxl8/z+aD23L5VMNvZiPzzcvue2No7MWHCBKWjCCFEkSBbhgmhoDt37uDj7UO470u0rzsAuL+X7bm4Y6w9OJdzccew0lrQ94U6fNu+HeYKbnlVHG08Hclrv/2GKdPA9NKlqWr17PPpk40G+ly7RqxazT/bt1O5cuU8TCpE0XfixAleeqkpFtb2fPbzYlzdvZSOJJ7DH7N/ZtnsH7h06RKlSpVSOo4QJYZsGVa4yJZhQhQBU6dOJTk5mSaVO2Y9plKpCPKqwpA2P/Be25/xLVWRX/7Ziv17H9Bv/nzSMvKmV1ZA0woh7B8xAmd7e3peucKKpKRnOk6K0Uj/a3FEq1Rs3LJFCm4hHqFSpUrs3LkDU2Yan73zKonxV5SOJJ5Di3Y9MDPTMHGibAEnhBBPIz3dQigkNTUVP18/Al1r0LX++09sG3M9inWHfudk7F7MNVo6Vw9nUudO2ModzjyRcOcOrSdP4dClWHo6OvGBu3uOX5tmNDIgLo6TRgMbN2+mdu3a+ZhUiKIvNjaW+vUbYFJbMHbKn9jaOyodSTyjmT+NYueGpVyOjcXW1lbpOEKUCE/qWY2NjUWnK5gpPK6urvj4+BTIuQqznPZ0S9EthEImT57M4EGD+azTbNwcSufoNVd051l7+HeORe9Eq9bSvmplfuvaBXtrq3xOW/ylZmTQY/Zclh4+TH1rGyaXLv3U7Y3SjUYGx8VxOFPPug0bePHFFwsorRBF25kzZ6hTty6ePkGM+mkR5hZyA7EoSoy/woAOtfj+++8ZMmSI0nGEKBEeV+TFxsYSEhxMSmpqgeSwtrIiMioqV4X39evX+eyzz1i7di0JCQk4OTlRuXJlRo8eTZ06dfDz8+PSpUsPvW78+PF89NFHxMTE4O/v/8hj79mzR5GODym6hSjEjEYjAQGBuGj86NXk01y//trNaNYdnsfhC1vRqDW0rhTK9O7dcJGehudiNBoZ9ddqxq1dh7+5OUt9/bB+TOGdYTIxNO4ae9PTWbN2LY0bNy7gtEIUbXv27KFx48ZUrfsS74/5DbVarXQkkUvXYi8wdlh3MtPuERd3DY2sOyJEvntckXf48GGqVavGvF49CfH0yNcMkXHxdJ81m0OHDhEeHp7j17344ovo9XrGjx9P2bJlSUhIYPPmzYSFhdGqVSv8/Px466236Nu3b7bX2dnZYWNjk1V0b9q0idDQ0GxtXFxc0Gq1eXJ9uZHTolveHYVQwPr164mJiaZd2/ee6fVezv70fukzWlXvyfrD81l5bBN/HT9F8wrBzHijGx4ODnmcuGQwMzNjbNs2BLq50XfefF6KvshSbx9Km5tna5dpMvFhfBy709L4c9UqKbiFeAZ16tRh0aJFtGvXjlk/j+Kt98aiUqmUjiWewmQycfroXv5cMJmDOzeh1qgxZGayYsUKOnbs+PQDCCHyVYinB+GFcNh3UlISO3fuZOvWrTRo0AAAX19fatasma2dnZ0dHh5Pvmng4uLy1DaFjSykVoL5+fmhUqmK7Zefn5/SP+LHmjRxEj7u5fAvVeG5jlPK0Zs3G3/EqE5zqRHUlL9PnabMyE9p/vOvXLl1K4/Sljw969Zh45B3MWo0tI69xIHk5KznTCYT469fZ/O9eyz94w9atGihYFIhira2bdsyefJk/l4awcr5k5SOI57AkJnJzo0r+aBnUz4b8BpH9u/ApmJjvAbOw9q3Et99/4PSEYUQhZitrS22trasXLmS9PR0peMUOCm6S7BLly5hMpmK7dej5oQUBjExMfy99m9eCG6dZ706bg5edGvwAV90mUfd4FZsijqL3yejaPj9j0Qnyp64z6Jh+SD2fzQCD0dH+ly7ypKk+zcxZt26ycKkW0yZOpU2bdoonFKIoq9fv358+umn/D5pLNvW/aF0HPEfKcl3WbVwKv1eq84Po/pz+cplHF7sjteQJbi2eg8zS1tsqrVl/7697Nu3T+m4QohCSqPRMHv2bObMmYOjoyP16tXj448/5vjx49najRgxIqtAf/C1devWbG3q1q37UBuDwVCAV5N7MrxciAL222+/YWVhQ7XAvB+S7GxXik4vDqF5eFc2HV3CjtOrCBw1mtr+fszs8QblZS/VXCnvUYoDI0fQZvJUxkRHs/HuPXalJDNy5MiH5hsJIZ7dmDFjuHLlChPHDcXB2Y0qNRsoHanE0yVcZfXi6axfMZeM9FTUDqVwbTsCm+CHF4y0CqiBpbMXP/zwI4sXL1IgrRCiKGjfvj2tWrVix44d7Nmzh3Xr1jFhwgRmzJhBz549ARg+fHjWnx8oXTr7gsOLFy8mJCQk22OFfV0QKbqFKEBpaWlMnzadmoHNsNDm34rjjjZudKg3kGZVu7Dl+FK2nVxJhdFfEu7jzcw3ulGpTJl8O3dx42pryz/vDeG136ax9uQp2r32GmPHjlU6lhDFikqlYtq0acTFxfPtyN58OXklZctXUjpWiXQh6hh/LpjCrs2rUKlUaEoFUuql/lh4lnvsa1RmaqzCW/PHshlcvXr1oQ/IQgjxgKWlJU2bNqVp06aMGjWKPn368Pnnn2cV2q6urgQGBj7xGN7e3k9tU9jI8HIhCtAff/zBjZs3eDG0YIYl21s782rtfnzZbREvVenM8asJVB43nqpjx3EwpnAOvy+MEu7e5fDlK1SrWpW5v//+1K3EhBC5p9Vq+eOPpYQEB/PVB924HherdKQSw2g0cmDHBj7p35bhvZqzZ+vfWAbWwbP/LDzf+P6JBfcDthUbo1JrmTVrVgEkFkIUFxUqVCD5f9bOKa6kp1tkedr84h49ejB79uyHHp8yZQpTpkwhJiYGgNDQUEaNGsXLL7/8xONNmjSJiRMnEhMTg4+PD5988glvvvlm1vMbN25k4MCBJCQk8OqrrzJ9+nTM/11F+vbt29SoUYNNmzblan9ApU2aOIlg72qUcvQu0PPaWjnQpuZbvFT5dbaeWMHm40uo+fUEQjw9mNatK/UCAwo0T1FyLy2NNlN+w8rBgbXr12NjY6N0JCGKLVtbW/7+ew116tRl7HtdGffbKuwcnJWOVWylp6Wyde1S/lwwmfgrMWgsbbCr8RqO9d/ATGP+9AP8DzMLG6yCX2TqtOmMHDmy0A/1FKK4ioyLL5TnuHHjBh07dqR3796EhYVhZ2fHwYMHmTBhAm3bts1qd/fuXeLjsx/f2toae3v7bMf6bxtHR8cnbtmlNNmnuwRTqVT876//f//nXbx4MaNGjeLMmTNZj1lZWeHwiK2o/vrrL9RqddYwjzlz5vDtt99y5MiRh/bQe2DKlCmMGDGC6dOnU6NGDfbv30/fvn1ZsGABrVu3xmg04uHhwUcffUTz5s3p0KEDgwYNYuDAgQD079+foKAg3n///Rxfn9KOHDlCeHg4fZt9QWX/FxTNkpqRzPZTf7Lp6GJSM5IJcndjSrcuNC5fXtFchY3RaKT9tOlsOneePXv3UrFiRaUjCVEinDt3jjp16uJepiyjf/0DrTZ3BaB4sqSbiaxbNos1SyNIvnsbjZ0r9nU7YVflyTfLnyb92hnifx/G2rVrZWcHIfLJ4/aFjo2NJSQ4mJTU1ALJYW1lRWRUVI47v9LT0xk9ejQbNmzgwoUL6PV6vL296dixIx9//DFWVlb4+fk9ciHkfv36MXXq1Kx9uh9l4cKFdO7c+bmu6VnkdJ9uKbpLsCcVpbNnz2bo0KEkJSU907GdnZ359ttveeuttx75fN26dalXrx7ffvtt1mNDhw7l4MGD7Ny5k+vXr1OqVClSU1OxtLRkxIgR3Lt3j0mTJrFr1y6GDBnCvn37nngnvbAV3X379mXZ4j8Z3Xk+arPC0QOQrk9lx+m/2Hh0Iclpdynr6sLEzq/zshSXAHy7YSMfLl/BqlWraN26tdJxhChR9uzZQ/369WnZsQ893x2tdJxi4UrMWVYtmMo/a5diMhpRu/jg1KQvVr5heXJ8k8lE4pwhNKsTxsoVK/LkmEKI7J5U5MXGxqLTFcyuNa6urkVqtGl+yWnRLcPLRZ4yGAwsXbqU5ORk6tSp89h26enpD/2PaWVlxf79+9Hr9bi5ueHp6cmGDRto2rQpO3bsoEePHmRkZPDOO+8wc+bMIjV0LSkpifnzF9A49PVCU3ADWGiteKny69QPbcvuyDWsP7KAlhMn4+PszE8dO/Ba1SpKR1TM7gsXGLnyTz766CMpuIVQQJ06dZgwYQLvv/8+FarWoeaLzZWOVCSZTCZOHtrFyvmTObJ3C2qNFq13JZybDUDr6JGn51KpVFiFNeOvv6YTFxeHp6dnnh5fCPFkPj4+UggXUrIakMgTJ06cwNbWFgsLC/r378+KFSuoUKHCY9s3b96cGTNmcOjQIUwmEwcPHmTmzJno9Xp0Oh0qlYolS5bw5ZdfUqFCBapWrUrv3r35+uuvadKkCVZWVtSrV4/y5cszceLEArzSZzNnzhwy0jOoF9JK6SiPZK6xoGGldozpuoBOLwzhdroZ7X6bRumPPmbh/gNKxytwN+7do1PELGrXrs2XX36pdBwhSqyhQ4fSunUbJo0dwvW4y0rHKVIyM/VsW/cH773RmM8Hd+DE4T3YVm6O1+D5lHp9TJ4X3A/YVGiISq2RBdWEEOJ/yPDyEiwvh5dnZGQQGxtLUlISy5YtY8aMGWzbtu2xhXdqaioDBw7k999/x2QyUapUKbp3786ECRNISEjA3d39odecPXuWVq1aceTIEerXr8/QoUNp0aIFFStWZNOmTYSFZR8e9+D6zp49yxdffEFmZuYjszg4OPDqq6/StGlTtFptjq43N0wmE0FB5XGgDL2afJrnx88PmQY9+89tZN2hedy8l0Ape3vGt21Lr3qPH71QXBiNRlpPmcq+q9c4euwYZWR7NSEUdfPmTapWDcfK3pUvp6xEo8n79+niJPnubTb8+Tt/LfyNpJuJaGwcsK3+GnY12xXYzgs3/v4Jp9vniIm+KLs9CJHHcjqcWRSMnP4+5J1Q5Alzc3MCAwOpXr0648ePp3Llyvz888+PbW9lZcXMmTNJSUkhJiaG2NhY/Pz8sLOzw9XV9aH2JpOJt99+m++//x6j0ciRI0fo0KED7u7uNGjQgG3btj32XBkZGdy6deuxX9u2baNVq1Z4eHjQr18//vnnHwwGQ578XAC2bNnC+fPneDGkYLYJywsatZa6wS35vMvvvNnoI4zY0vv333H7YASTn/CzLg6+27iJv0+c5Pd586TgFqIQcHZ2ZsmSxVyIOsb8KV8pHafQuh4XS8SPn/FW68rMmzyOeyYtrq99QulB83Go3aFAi1/bys25HHuJTZs2Fdg5hRCiMJM53SJfmEwm0tPTn9pOq9VmFTaLFi3ilVdeeeQHg4iICFxcXGjTpg23bt0CQK/XZ/33SUVyxYoV+fvvv5+Y9fjx4yxatIhFixYxbdo0PD09ef311+ncuTO1atV66nZqTzJ37lw8nL0J8Kz0zMdQitpMTc2gplQPbMyRi9tZe2guAxcu5tM/V/Npy+YMbdy4WPVi7Dp/gY//XMVHH3301C3vhBAFp1atWnzzzTcMGzaMitXqUa3uS0pHKjTOnjrMn/Mns3frGlRmarQeQXg0fQfzUo9e4bcgmHsFY1XKj99++41mzZoplkMIIQoLGV5eguXV8PKPP/6Yl19+GW9vb+7evcuiRYv4+uuvWbduHU2bNgVg5MiRXL16lblz5wL3h4rv37+fWrVqcevWLX744Qc2btzIoUOH8PPzy3b869evU7NmTXbt2kXp0qUBqFChAp06daJZs2Y0a9aMzZs3U7NmzRxf3+OYTCb27dvHokWLWLJkCXFxcfj5+dGpUye6dOlCWFhYrgrwlJQU3N1K0bBCe16u9ubTX1DIGU1Gjkfv4u9Dc7h2Mxp7K2s+bNqEkS2aF/niW3fvHlW/+hrf4GC2btuGRiP3JIUoTEwmEy1btmLfgYP8OG8r9o4uSkdSjMFg4MCO9fw5fxJnTh5CrbXAIrAWTi/1Q2P98NaeSrhz4E/u7ZjD9esJODo6Kh1HiGJDhpcXLjK8XBSYhIQE3njjDcqXL0+TJk3Yt29ftoIbIC4ujtjY2KzvDQYD33//PZUrV6Zp06akpaWxe/fuhwpugCFDhvDBBx9kFdxw/6bAg57x4cOHP1RwPyuVSkXt2rX56aefuHz5Mlu2bKFZs2ZMnz6dKlWqUKFCBb744gvOnj2bo+OtWrWK5JR7VA8sHr0yZiozqpR9kZEdptOvxVgcbcvw6aq/cHhvOKNW/YXRaFQ64jMbsHARKSYTixYvloJbiEJIpVIxc2YEKpORqV8PL1RbQhaUtNRk1v4xk4EdazNhZG8uXDiDfe2OeA1djFubDwtNwQ1gHfIi+kw9y5cvVzqKEEIoTnq6S7DCto91XsvL69Pr9WzatImFCxeycuVK7t69S9WqVencuTOdOnXC19f3ka97pdUrRB6J5v02v+ZJjsLGZDIRdeUQfx+aS3TCKazNLRnQ4AXGt21TpArXJQcP0WlGBIsXL+b1119XOo4Q4gmWL19O+/btGfTpTzRu1VnpOAXipi6BtX/MZO0fM0lJuYfGzhWHel2xDWv69BcrKHHxJ9Tyd2HLls1KRxGi2JCe7sIlp78PKbpLMCm6n01qaipr165l0aJF/PXXX6SlpVG3bl06d+5Mx44d8fC4vw2LTqfD09OT12q9Q4OKr+Z5jsLEZDJxLu4Yaw/O5VzcMay0FvSpV4fvOrTDvJAX3wl37hD65TgaNWvG0j/+UDqOECIHevXqxZKlf/D93M2U8nr0Tc/i4NL5SFYtnML29csxmUyo3fxwfultLMuEKh0tR+4e28Ct9b9y9epV2bNbiDwiRXfhIkW3eCopup/f3bt3WbVqFYsWLWLdunUYjUb69u3L1KlTmTJlCoMGDWZc98XYWTnla47C5EL8SdYemkvUlUNYaM15s1YNfnm9I5bm5kpHe4jJZKLDtBnsuHyZU6dP4+bmpnQkIUQO3Llzh7Cwytg4luKLSctRq9VKR8ozJpOJY/u3sXL+ZI4f2I5ao0XrUwWX5gPQ2Bet9yhD2j2uTezOD99/x5AhQ5SOI0Sx8KQiLzY2Fp1OVyA5XF1d8fHxKZBzFWZSdIunkqI7b928eZPly+9/+OvVqxd169bj7jUD/VuUzC1uYq5Hse7Q75yM3Yu5Rkvn6uFM6twJ20J0V3bZ4SN0mDadJUuW0LFjR6XjCCFyYceOHTRo0IAegz+nTZf+Ssd5bvqMdHZsXMHKeZO5EnMWjYUVlhUa49SwF2bmhed9M7d0K8YSbG/g4IH9SkcRolh4XJEXGxtLcHAIqakpBZLDysqaqKjIHBXeT1uEuEePHsyePTuPkhUsKbrFU0nRnX8uX76Mj48Pbzb6iJpBhXvOXX67rDvHukPzOBazE61aS/uqYfzWtSv21laK5rqVnEKFL8dSu0EDlq9Y8VzbwgkhlDFo0CBmz5nLr4t34+hctHqBH7h7+xbrV8xl9eJp3Em6gcbGCbta7bGt1qbI7woBkBy5Hd2qCZw/f56AgACl4whR5D2uyDt8+DDVqlWjR+OReDjmbw90fFIsc7aM59ChQ4SHhz+9fXx81p8XL17MqFGjOHPmTNZjVlZWODgUnoUgcyOnRXfhnmwpRBG1bNkyNBotlXzrKB1Fcd6u5ejb/Auu3Yxm3eF5LDq4lT+OHKN1pVCmde+Gq62tIrk+XLGCFIOBiZMmScEtRBH1xRdfMH/BAhb89jUDRn6vdJxcibsczerF09j01wIyM/Wonbxw6/A51gE1lI6Wp6wCa6KxsGLhwoV8+umnSscRotjzcPTB2y1I6RjZPFjvCMDBwQGVSpXtsZKg6N9CFaIQWrx4CSFlqmNloUxBWRh5OfvT+6XP+KzTbMLLNmLlseN4fPgxr0ycTPzt2wWaZdvZs8zYuYsJ336bbSs6IUTR4uLiwpdjxrD5rwVcOHNc6ThPZTKZiDy2n69H9GTg63XZsPJ3zEoF4dF7EqX7TC12BTeAmdYSi8DazJ03v1iPrhNCiCeRorsE8/X1RaVSFduvx23jld8uX77M3r17qOrfQJHzF3alHL15s/FHjOo0l5rlmvL3qdOUGfkpzX7+hSu3buX7+Q1GI0OWLqN2rVr07ds3388nhMhf/fv3JySkArN+/KzQFnWGzEx2b17Fh2+14JP+bTi0dyvWFRriMWAuHl3HY+7irXTEfGUTUp9zZ6I4efKk0lGEEEIRMry8BIuJiVE6QrEkQ8tzxs3Bi24NP+Dlam+w8egiNkeuwffjUbwY6M+sN9/E3801X847e88ejl2+zN6lS4vFfEkhSjqNRsPPP/9E06ZN2bX5T1546VWlI2VJTb7H5tUL+XPBFG5cv4bG2g77el1wqNsJM7OS8xHM0rcKGktrVq1aRaVKlZSOI4QQBU4+cQqRxxYvWixDy3PB2a4UnV4cwphu86kf2padF2IIHDWauhO+5UxCQp6e605qKp+sWk23rl2pVatWnh5bCKGcl156iTZt2vL7pC9JTyuYlXufRHf9GnMnfclbrSsz6+dR3E434PLKMEoPXojTC91KVMENoNJosfCryoqVfyodRQghFCFFtxB56OrVq+zdt1eGlj8DRxs3OtQbyJfdFtKoUgcOXrpKyOgvqTH+G45fuZIn5xi/bj130tMZ//XXeXI8IUTh8f3333H7ZiIr509WLEP02ZP8NHog/V+rwaoFUzE6eOHe/VtK94/ANrSRYrkKA8uAWhw6eCDbKsZCCFFSlKxbrULks3Xr1mGmMiPUR3pRn5W9tTOv1elH0yqd2XLiD7aeWE6VceMJK+3FjO7dqe73bHP1o3U6fti8hZGffIK3d/GePylESRQYGMh7773HTz//QuNWnXHzKFMg5zUajRzZu4WV8ydz6vBu1FpzLAJq4Nz0HTR2LgWSoSiwCqiOSmXG6tWr6dOnj9JxhCi24pNii8U5ihvZp1uIPNSx4+sc2nmKYW1/VTpKsZGSfpetJ1aw+fhSMvSphHiWYlq3btQLzN1+rx2nzWBPfBxnzp7DxsYmn9IKIZR09+5dypULolxYbd4fMzVfz5WRnsa29cv4c94krl2+iMbSGqvQl3Bs2BMzjXm+nruoSlz4EY0r+/PXqlVKRxGiyHrcvtCxsbEEB4eQmlowU2ysrKyJiorExyd3e4LPnj2boUOHkpSUlD/BClhO9+mWoluIPGIwGHB1caVOQGta1eipdJxiJzUjme0nV7Lp2BJSM5IJcndjSrcuNC5f/qmv3XHuPPW//4Hff/+d7t27F0BaIYRSZs+eTa9evRg7ZSUVqtTO8+PfvqVj/fI5rF4yg3t3bqGxdcGuTkdsq7SUxRmf4va+ZaTuXcStmzewsrJSOo4QRdKTirzY2Fh0Ol2B5HB1dc11wV0cSdEtRAHbu3cvderU4f22v1DWI1TpOMVWuj6VHaf/YuPRhSSn3aWsqwu/dnqdlpUqPrK9yWSi1oTvwMWFvfv2yYdiIYo5o9FIzZq1SErO4JuIdXn2d/7qpfP8tWgaW9YsxGAwoHH2xqnxW1j5h+fJ8UsC/Y0rXJvRn7/++otXXnlF6ThCFEk5LfJEwcjp70PmdAuRR9avX4+1pS2+7sFKRynWLLRWvFT5deqHtmV35BrWH1lAq0mT8XZy5ufXO/Ba1SrZ2q8+cYID0dFsnjFDCm4hSgAzMzN+/fUX6tatyz9rFtGkdddnPpbJZOL0kT2sXDCZQ7s2odZo0ZYOxa3ZO5g7l87D1CWD1qUMlq6lWbVqlRTdQogSRXq6hcgjdWrXIT3RnLeafq50lBJFn5nB3jPrWHdkPreTdXg5OPJd+9foUrMGJpOJ6l9PwNbHh63btqFSqZSOK4QoIF27dmXj5q1M+mMfWm3u5lhnZurZs2U1K+dNJPrcKTTmlliUfwHnxm9jZmmdT4lLhltbIrCI3UP8tatyI1SIZyA93YWLDC8XogDdunULV1dXOr8wlLohrZSOUyJlGvTsP7eRdYfmcfNeAqXs7WlftQqTt21ny5YtNGpUsrfrEaKkiYyMpEKFCgz8+Icc93Yn37vDxj/n8dei37ilS0Bj7YBNtTbY1+4oBWIeSYs9TsLCjzl8+DBVq1ZVOo4QRY4U3YWLDC8XogBt3rwZo9FIiHcNpaOUWBq1lrrBLakV1JxD57ew9tBcJm/bTsWKFaXgFqIECgkJoW3bV/lz/mQatuyEWq1+bNvrcZdZs2QGG1bOJSM9DbWDB65tP8Im+IUCTFwyWHiFoDa3YMuWLVJ0CyFKDLltK0QeWL9+PV4ufjjZuisdpcRTm6mpGdSUDvUGAfDll18qnEgIoZSRIz/iyqXzHNix7pHPn488yvef9eOdDrVYszQCk7Mvpd78kdL9pkvBnU9UGi0WpUPYvGWL0lGEEKLASE+3EM/JZDKx9u91lPeqpXQU8T82HltEzRo1adu2rdJRhBAKqVWrFg0bNmL53F+p1aAlKpUKo9HIwV0bWTlvElHH96PWmmNZrg7OL/VDY+usdOQSwdw7jG3blqHX69FqtUrHEUKIfCdFtxDPKTIykqvXrtC28kClo4h/XYg7wflrx1k5eaUsniZECTdy5Ec0b96cgzs3cjMxjpULJpNw9RIaS1vsa7bD4cXumGlyt9CaeD6WPmEkbZ/LoUOHqF077/dSF0KIwkaKbiGe0/r169FqzAn0DFM6ivjXpuOLCQmpQOvWrZWOIoRQWNOmTQkODmH8h28CoLF3xbn5YOyqNFc4Wcll7lkOjaU1W7ZskaJbCFEiSNEtxHNat24dgZ5hmGtlBcnCQHcnjpOX9jJ9+nRZbVgIgUqlol+/t3nvvfdwbvEudpWbKR2pxFOZqTEvE8rmzVv4+OOPlY4jRLERGxuLTqcrkHO5urri4+NTIOcqDqToFuI5pKWlsW3bdlpW7aF0FPGvXZGrsbezp0uXLkpHEUIUEgMHDuTrbyaQHHcGpOguFCy8K7Fz1wLS09OxsLBQOo4QRV5sbCwhISGkpKQUyPmsra2JjIzMVeHds2dP5syZQ79+/Zg6dWq25wYMGMCUKVPo0aMHs2fPzlXbB+Lj4xk3bhxr1qzh6tWruLu7U6VKFYYOHUqTJk2e63qflxTdQjyHw4cPk56eRjmvKkpHEYA+M4O9Z9fSp19vrK2tlY4jhCgktFotgwcN5PMvvsTQoAdqK3ulI5V4lr6VufXPTPbu3UuDBg2UjiNEkafT6UhJSWHUe9/gV6Zsvp4r5spFxvw4Ap1Ol+vebm9vbxYtWsSPP/6IlZUVcL8Ta+HChQ8dKzdtY2JiqFevHo6OjkyYMIGwsDD0ej3r169n4MCBREVFPccVPz8puoV4Dnv27MFca0lp5/x9cxM5c+TiNu6m3KZ///5KRxFCFDJvv/02X4z5knvHNuBQu4PScUo8rbs/Wms7tmzZIkW3EHnIr0xZygdUUDrGY4WHh3Px4kWWL19Ot27dAFi+fDne3t6ULVv2mdsOGDAAlUrF/v37sbGxyXo8NDSU3r175/NVPZ1MeBTiOezatRs/9/Ko1XL/qjDYGbWKl5q8RFBQkNJRhBCFjJubG926diH12N+YjAal45R4KpUZ2tKhbN2+XekoQogC1qtXL2bNmpX1/cyZMx9bGOek7c2bN1m3bh0DBw7MVnA/4OjomDfBn4MU3UI8I5PJxO5du/F1K7x3E0uSy4lnuRh3moGDZOs2IcSjDR06lPSk66Se3690FAGYewZx8OBBDAa5CSJESfLGG2+wc+dOYmJiuHTpErt27aJ79+7P3Pb8+fOYTCaCg4MLIv4zke45IZ5RbGwsCdfj8a8qRXdhsP30KkqXLsMrr7yidBQhRCFVuXJlKlWuwsXIbVgH1VE6Toln7lWepO33OHPmDBUqyL+lQpQUrq6utGrVijlz5mAymWjVqhWurq7P3NZkMgH3d6sorKSnW4hntGfPHgD8S4UonESkpt/j0IV/eOed/mg0ci9RCPF4b3TrStqFAxjTC2aFX/F4Fh6B8O8cTCFEydK7d29mz57NnDlznjrn+mlty5Urh0qlIjIyMr/iPjcpuoV4RitWrMBMZcay3ZM5eH4zGfo0pSOVWEejd6DPTKdnz55KRxFCFHKdO3fGoE8n5dwepaOUeGYWNli5eUvRLUQJ1KJFCzIyMsjIyKB58+bP1dbZ2ZnmzZszadIkkpOTH3o+KSkpr2I/M+kSEuIZnTp1GktLKw5f2MrB81tQqcywMrfGxc6TsqUqUqXsiwR4VMLMTO5t5beDFzbTsEFDSpcurXQUIUQh5+3tTd16L3A0cju2FZXdt1WAmXs5du/dp3QMIYqNmCsXi8Q51Gp1Vs+0Wq1+7raTJ0+mbt261KxZkzFjxhAWFkZmZiYbN25kypQpiveCS9EtxDPIzMzkwoXz9O36Lq82f52zFyM5ffY4p8+d4HjkEbadWsG2UyvQqDVYmdvh6eRLUOlwqgc2wtXeS+n4xUpSciJnrx5lxJgIpaMIIYqIN7p3Y8/AQRhSbqO2dlA6Tolm4RnEyX+mk5qamrUPrxAi91xdXbG2tmbMjyMK5HzW1taPnYedU/b29nnW1t/fn8OHDzNu3DiGDRtGXFwcbm5uVKtWjSlTpjxXzrygMj2YeS6EyLHjx49TuXJlJo2bS5XQag89fyvpBqfPnbj/dfY4J88cIyX1/nAXC60FNhZOeLuVo6J3LaoEvIiVuW1BX0KxsenYEv4+PJvr1xNwcJAPz0KIp9PpdHh4euLQqC924a2UjlOipcefJ37OUHbv3k2dOrK4nRBPk5aWRnR0NP7+/lhaWmZ7LjY2Fp1OVyA5XF1d8fHxKZBzFWZP+n38L+npFuIZHDx4EJVKRVDZR29N4OToQr0aDalXoyFwf1XFK3GxWb3hJ88c5WT0Ho5F72DBju+xNLfGycYd/1KhhPnVo3yZcDRm8tczJ45Gb6NVq5ZScAshcszV1ZWmTZuy/eQ2KboVZu7mi5nGnP3790vRLcRz8vHxkUK4kJJP9UI8g4MHD+LvHYC1lU2O2qtUKry9fPH28qV5w9YAZOgzuBBzhlNnjxN57iTHIw+zK3I1uyJXo1arsdLa4u7oTTnPyoQHNKS0S9n8vKQiSXcnjpiEKL7uNFrpKEKIIqZb166se+MNMm9fR+PgrnScEkul1mLpESCLqQkhijUpuoV4BgcPHiQo4Pn2FDXXmhNSrhIh5SplPXbn3m2izp/i9NnjnDp7nJNRR7l45CTrj8zHXGuOtbkDZVwCCPGuTnjZRthZOz7nlRRtRy5uw8LCklatpKdKCJE7bdu2xcLSiuTI7TjU7qB0nBJN7R7AvgOHlI4hhBD5RopuIXJJr9dz/Phx3nnjpTw/tr2tAzWr1KVmlbrA/WHpCYlx//aGn+DkmWNEXTjMydi9LN01CUtzSxysXfFzD6Gibx0q+dRGozHP81yF1bGYHbRs+TK2tjInXgiRO3Z2drRt04a/tm0HKboVpXX1IfrYWtLT07GwsFA6jhBC5DkpuoXIpfPnz5Oenk6Ab1C+n0ulUuHh7oWHuxdNXmgBQKYhk+jY8//ODz/Jyagj7D+3kX1nN2BmZoaVuQ2udqUJ8KxEeNkG+LiVL5bblt1OvkFMQhRj23+qdBQhRBHVtWsXlixZTEbiJczdfJWOU2JpXX0wGgycPXuWSpUqPf0FQghRxEjRLUQunT17FgCf0v6KnF+j1lDOP5hy/sG0bf46AMmpyZy9cPrfYeknOBF1hC3Hl7Ll+FK0Gi1W5nZ4OZcluHQ44YGNcLYt+vMXI6/cX8yuWbNmSkcRQhRRLVq0wMrahtQLB6ToVpDW9f7P/tSpU1J0CyGKJSm6hcilM2fOYGNti4vT8+1NmJdsrGyoWrEGVSvWyHos8eZ1os6d5NTZ45w6e4zTZ08QdeUgK/dNw8LcEjtLZ3zdylPRpxaV/V/EXPv4bQ4Ko6grB6lSpSpubm5KRxFCFFEWFha8+OIL7Dx3QoaYK0htZYeFvTOnT59WOooQQuQLKbqFyKUzZ87gU9oPlUqldJQncnN2x61WY16s1RgAo9FI7NXobPPDj0Rv49CFf1Bt/QYrcxucbT0o61GRKv4vEOhZudAOSzeajJy5dpjBQwcoHUUIUcQ1adyYzf98jsmgR6XWKh2nxFI7+3Dy5CmlYwghRL6QoluIXIqKiqKMZ9EbhmhmZoafdwB+3gG0avIaAOnpaZyLjuLUv/uHn4g8wvZTK9l+aiVqtQZrc1s8HH0JKl2V8ICGlHL0Vvgq7rusO8fdlCRatGihdBQhRBHXuHFjDCNGkB53FssyoUrHKbHULt4cO3FC6RhCCJEvpOgWIpfOnj1H26avKx0jT1hYWFIxuAoVg6tkPZZ05xaR505mbVt26swxzsUdY83B2ZhrLbC1cKSMayChPrWo6t8Aa8uCXzk88vIBbG3sqF27doGfWwhRvFStWhVbO3vSLh2XoltBWlcfYo7+LSuYC/EcYmNj0el0BXIuV1dXfHx8cvWanj17MmfOnKzvnZ2dqVGjBhMmTCAsLCxb27fffpuIiAjmz59P586dsz3XqVMnYmJi2L17N2q1Gri/u1CtWrWoUKEC8+bNe8aryj9SdAuRC7du3UKnS1RsEbWC4GjvRJ1qL1Kn2ovA/W3LrsZfJvLciawi/PTFfRyP2cWiHT9iaW6Fo7U7/qUqEOZXj2Dv6mjM8vetJerqQZq81BitVoaCCiGej1qtplHDBmw+fgLoonScEuvBCuZnzpx56MO3EOLpYmNjCQ4uT2pqWoGcz8rKkqioM7kuvFu0aMGsWbMAiI+P59NPP+WVV14hNjY2q01KSgqLFy9m+PDhREREPFR0T548mdDQUL7++ms++eQTAL788kvi4+PZvHnzc15Z/pCiW4hcOHPmDAA+Xn7KBilAKpWKMp4+lPH0oWn9VgDo9RlcuHTu323LTnAi6ii7o/5md9TfqM3UWFrY4G7vTTmvyoSXbUgZ14A8y5Oafo+L8acZ1kLmcwsh8kaTJk1Ys3Y4Rn06ZlrpZVXCgxXMT58+LUW3EM9Ap9ORmppG11pVcLfP31GI1+/cY8G+o+h0ulwX3RYWFnh4eADg4eHBiBEjqF+/PomJiVmL4y5dupQKFSowcuRIPD09iYmJwc/PL+sYLi4uTJs2jY4dO9K6dWv0ej3jx4/nzz//xMnJKc+uMy9J0V0I+fn5cenSJaVjFHm+vr7ExMTk6TEfbBfm7VX05nTnJa3WnODAUIIDQ2n3b8/QveS7RJ0/9e/88OOciDrKhiOn2HBkAVqNOTYW9pR2DiCkTHXCAxtib+38TOc+F3cco9EgW4UJIfJM48aNMWbqSb8WhZVvZaXjlEhqS1ss7JyJiopSOooQRZq7vS1lnByUjpEj9+7dY/78+QQGBuLi4pL1eEREBN27d8fBwYGWLVsya9Ysvvjii2yvbdOmDZ07d+bNN99Er9fTo0cPWrZsWdCXkGNSdBdCly5dwmQyKR2jyMuP1cXPnDlDKTcPrCyt8/zYRZ2tjR3VK9emeuX786xNJhPXdfGcPnfi3/nhx4g8f5RTl/fxx55JWJpbYW/lgp97MBV961DRty7mGvOnnudi/Ek8Pbzw9y++Q/yFEAUrNDQUJxdX0i4dl6JbQWqHUtLpIEQxt3r1amxt7/fEJycn4+npyerVq7N2zDl37hx79+5l+fLlAHTv3p13332Xzz///KFddX7++We8vLywt7fnhx9+KNgLySUpuoXIhTNnzuBdgoaWPw+VSkUpN09KuXnSqO79XulMQyaXLl/k1LnjRJ49wYkzRzlwfjP7z23CzMwMS3MbXG29CPSqRBX/+vi5hzz0BhuTGEm9enUL/ZZtQoiiw8zMjCaNGvH33uNKRynZbF25GB2dL4eWUYR5Kz9GE4qSoVGjRkyZMgWAmzdvMnnyZF5++WX279+Pr68vERERNG/eHFdXVwBatmzJW2+9xaZNmx4a5bhgwQJUKhU6nY6oqChq1qxZ4NeTU1J0C5ELUZFRBPlUVDpGkaVRawjwCyLAL4g2TTsAkJqWwpkLkZw+d5zTZ+8PS99y/A+2HP8DjUaLtbkdnk5+lC8dTtWyDYhNPMs7dXsofCVCiOKmSZPGLFuxHGN6CmYWMppJCRqHUly4eCBfji2jCPOW3PgWz8rGxobAwMCs76tVq4aDgwPTp0/niy++YO7cucTHx6PR/H+ZajAYiIiIyFZ0X7x4kQ8//JCJEyeya9cuevbsyZEjRwrt7gdSdAuRQ0ajkfMXzvNSndZKRylWrCytqRJajSqh1bIeu3Er8f62ZeeOc+rM/a3Lzlw9zKr9M9CoNYX6TqYQomhq3LgxJoOB9CunsQqornScEknj4E78oatkZmZm+8AthCi+VCoVZmZmpKam8vfff3P37l2OHDmStRUYQFRUFN26dePGjRu4uLhgNBrp1asXDRs2pFevXrRv356KFSvy+eef8/XXXyt4NY9n9vQmorDo2bMnKpWK/v37P/TcgAEDUKlU9OzZ85nbw/2l+wcPHkzZsmWxsLDA29ub1q1bP3H5/eXLl1O9enUcHR2xsbGhSpUq/P7770+9nvXr11O7dm3s7Oxwc3Ojffv2RP/PsLIjR47c3z/V1pY2bdpw69atrOcyMzMJDw/nwIH8uSP+KLGxsaSnp+NT2q/AzllSuTi58ULNRrzdbQg/j4lgw4J9LJi0mpaNX8WEifDwcKUjCiGKmXLlyuHg6ER6wnmlo5RYGnt3DJmZXLt2TekoQoh8kp6eTnx8PPHx8URGRjJ48GDu3btH69atiYiIoFWrVlSuXJmKFStmfbVv3x43N7es/bd//vlnTpw4wfTp0wGwt7dnxowZfP/99+zfv1/Jy3ssKbqLGG9vbxYtWkRqamrWY2lpaSxcuPCRS/bnpn1MTAzVqlVjy5YtTJgwgRMnTrBu3ToaNWrEwIEDH5vJ2dmZTz75hD179nD8+HF69epFr169WL9+/WNfc/HiRdq2bUvjxo05evQo69evR6fT0a5du6w2ffr0oXHjxhw+fJikpCS++uqrrOe+++47XnjhBWrUqPHkH1geejAXzNO9dIGdU9xnZmaGb2l/zMzUVKxYEWtrGfophMhbKpWK0NBQ9LrYpzcW+ULjUApA5goL8Ryu37nHlVu38/Xr+p17z5xv3bp1eHp64unpSa1atThw4ABLly4lJCSENWvW0L59+4deo1KpaNeuHREREZw9e5ZPPvmEiRMn4unpmdWmWbNm9OrVi549e5Kenv7M+fKLjN0pYsLDw7l48SLLly+nW7duwP2eZm9vb8qWLftc7R/0fu/fvx8bG5usx0NDQ+ndu/djMzVs2DDb90OGDGHOnDns3LmT5s2bP/I1hw8fxmAwMHbs2KyFsj744APatm2LXq9Hq9USGRnJ/PnzCQoKokuXLqxevRq4X7DPnDmTQ4cOPeWnlbce3Hl3dSlVoOcV/+/MxVM0aPyC0jGEEMVUWKWKHF35+BvGIn+p7e/v0SsLngmRe66urlhZWbJg39ECOZ+VlWXWYmc5NXv2bGbPnv3Y5/V6/WOf++WXX7L+nJKS8sg206ZNy1WegiQ93UVQr169mDVrVtb3M2fOfGJRnJP2N2/eZN26dQwcODBbwf2Ao6NjjrKZTCY2b97MmTNnqF+//mPbVa9eHbVazaxZszAYDNy+fZvff/+dZs2aodVqAahcuTIbN24kMzOTzZs3ExYWBkD//v2ZMGECdnZ2OcqUV65du4a1lQ02Vg//fET+S09P4+Klc1SvLnMthRD5o0KFCqTprmAyGpSOUiKZmVtibutYYD3dD6bhqVQqtFotZcuW5YMPPiA5OTmrzbJly6hVqxYODg7Y2dkRGhrKsGHDHnm8Zs2aoVar2bt371PPnZaWRs+ePalUqRIajYZXX331ke22bdtGtWrVsLS0pGzZskydOvWpx968eTN169bFzs4OT09PRowYQWZmZtbzMTEx1K9fH1tbWxo0aPDQTY5WrVqxbNmyp55HFC4+Pj5ERZ3h0KFDBfIVFXXmkaNsxaNJT3cR9MYbbzBy5EhiYmJQqVTs2rWLRYsWsXXr1mduf/78eUwmE8HBwc+U6fbt25QuXZr09HTUajWTJ0+madOmj23v5+fHhg0b6NixI/369cNgMFCnTh3+/vvvrDYzZsxgwIABfPfdd9SrV4+RI0cyd+5crK2tqVGjBs2bN+fChQt07tyZsWPHPlPu3IiLi8PNxT3fzyMe7dLVaAwGQ9bNFyGEyGuhoaEYM/Vk3rqG1sVb6TglksahVIEOL2/RogWzZs1Cr9ezY8cO+vTpQ3JyMlOmTGHTpk107tyZr776ijZt2qBSqTh9+vQj17mJjY1lz549DBo0iIiICGrXrv3E8xoMBqysrHj33XcfW+BGR0fTsmVL+vbty7x589i1axcDBgzIWgfnUY4fP07Lli355JNPmDt3LlevXqV///4YDAa+++47AIYNG0bp0qWJiIjg008/5YMPPmDp0qUALFq0CLVa/djji8LNx8dHCuFCSoruIsjV1ZVWrVoxZ84cTCYTrVq1euLwjpy0f7CNxrNuAWFnZ8fRo0e5d+8emzdv5v3336ds2bIPDT1/ID4+nj59+tCjRw+6dOnC3bt3GTVqFB06dGDjxo1Zc+u2bduW9ZobN24wevRotm/fzuDBg6lXrx7Lly+nRo0a1KpVi9atH72quMFg4MSJEzg5OVGqVCksLS2f6RqvXbuGi5PbM71WPL/YazEAlC9fXtkgQohiKzQ0FAC97rIU3UqxcSGmAIeXW1hY4OHhAUDXrl35559/WLlyJVOmTGH16tW88MILDB8+PKt9UFDQI3ulZ82axSuvvMI777xDzZo1+emnnx45cvABGxubrL2Kd+3aRVJS0kNtpk6dio+PDz/99BMAISEhHDx4kO++++6xRfGiRYsICwtj1KhRAAQGBjJ+/Hi6dOnC559/jp2dHZGRkfzwww+UK1eOnj178sEHHwCQlJTEp59+ypYtW576cxNC5I4U3UVU7969GTRoEACTJk167vblypVDpVIRGRn52CFOT2JmZpa1516VKlWIjIxk/Pjxjy26J02ahL29PRMmTMh6bN68eXh7e7Nv375H3iF+7733GDp0KGXKlGHr1q2MHTsWGxsbWrVqxdatWx9bdK9cuZIOHTpkfW9vb4+HhwelSpXK9vWox6ysrLJed/XqVSm6FRR7NRoXF1ecnZ2VjiKEKKbc3d1xdHImQ3cJ6/J1lY5TIqltnYiLV24xOysrq6x5pR4eHixYsICTJ09SsWLFx77GZDIxa9YsJk2aRHBwMEFBQSxZsoRevXo9V5Y9e/Zk25cYoHnz5kRERGStf/Nf6enpD3UuWFlZkZaWxqFDh2jYsCGVK1dm06ZNNGvWjA0bNmSNIPvggw8YNGiQ9JQKkQ9kTncR1aJFCzIyMsjIyHjsYmW5ae/s7Ezz5s2ZNGlStrlMDzzqDuyTmEymJ64cmJKSkm3/PSDre6PR+FD7zZs3ExUVlXXjwGAwZP2jqNfrMRgeP/+uXbt2HDt2jHXr1jFnzhw+/fRTXnnlFXx8fEhKSmL79u38+uuv9OvXj7Zt21K7dm38/f2xtrbOdmPg2tVruErRrZjYqzGULx+kdAwhRDEmK5grz8zakevXExQ59/79+1mwYAFNmjQBYPDgwdSoUYNKlSrh5+dH586dmTlz5kOfbzZt2kRKSkrW56vu3bsTERHx3Hni4+MpVSr74q2lSpUiMzMTnU73yNc0b96c3bt3s3DhQgwGA1evXs2aghcXFwfc3wEmKioKPz8/zp07x3fffcf27ds5duwYb775Jq+//jply5alf//+ZGRkPPd1CCGkp7vIUqvVREZGZv05L9pPnjyZunXrUrNmTcaMGUNYWBiZmZls3LiRKVOmZL3+v8aPH0/16tUJCAggIyODv//+m7lz52YNmwKYOHEiK1asyJoH1apVK3788UfGjBmTNbz8448/xtfXl6pVq2Y7fmpqKgMHDmTRokVZK53Xq1ePSZMmMXDgQJYtW8YPP/zw2GtXqVSEhYU9dS7wg3/EEhISiI+PJyEhgYSEBBo0aADA9evXcXbK3SqNIu9cibtEnRdrKh1DCFHMhVWqyOHla5WOUWKpbRy5dUOH0WjM+jf/cUwmE0lJSeh0OhITE0lMTMz6c1JSEr179yYo6Mk3a1evXo2trS2ZmZno9Xratm3Lr7/+CtwfAr5mzRouXLjAP//8w969exk2bBg///wze/bsydq+MiIigk6dOqHR3P9Y3aVLF4YPH86ZM2eee0rUf6f9PW06YLNmzfj222/p378/b7zxBhYWFnz22Wfs3Lkz6/Nf6dKls3aEgfu9482bN2fu3LmMHTsWOzs7zpw5Q4sWLfjtt98YPHjwc12DEEKK7iLN3t4+T9v7+/tz+PBhxo0bx7Bhw+4vHObmRrVq1bIV0P+VnJzMgAEDuHLlClZWVgQHBzNv3jw6deqU1Uan03HhwoWs7xs3bsyCBQuYMGECEyZMwNramjp16rBu3bpsQ7oBxowZwyuvvEKVKlWyHvvll1/o2rUr9evXp2vXrnmy4IdGo8HDwwMPDw8qV66c7bn09HTu3L2Do73Tc59H5J7JZCL2agw9grorHUUIUcxVqFCB9GnTMRkyUanlY1JBU1s7YDQauXnzJubm5sybN4+EhIRHFtY3btzItir3A87Ozri5udG8efOnFt2NGjViypQpaLVavLy8HjlkOyAggICAAPr06cMnn3xCUFAQixcvplevXty8eZOVK1ei1+uzfVYyGAzMnDmTb7755pl/Fh4eHsTHx2d77Pr162g0GlxcXB77uvfff5/33nuPuLg4nJyciImJYeTIkfj7+z+y/bhx42jWrBnh4eH06dOHsWPHotVqadeuHVu2bJGiW4g8IP+aFCFP2tcO7s9dfp72AJ6enkycOJGJEyfmONfYsWOfunr46NGjGT16dLbHOnfuTOfOnZ96/PHjxz/0WGBgIPv3789xxuf1YBiXFN3KuHFLR3LKPVlETQiR70JDQzEaMsm8FYfWVRZTK2hm1o4AJCQkcOXKFUaMGIGDgwNubm64urri6elJpUqVsr53c3PL9mdnZ+esHuecsLGxyVqTJif8/PywtrbOmoo3f/58ypQp89Bnqs2bNzN+/HjGjRuXqzz/q06dOvz111/ZHtuwYQPVq1d/5M2B/6VSqfDy8gJg4cKFeHt7Ex4e/lC7yMhIFi5cyJEjR4DcTd8TQuScFN1C5IAU3cq6LCuXCyEKyIMVzDN0l6ToVoDayg6Amzdv0rx5c+7evatYltGjR5OSkkLLli3x9fUlKSmJX375Bb1en7UtakREBB06dHhooTVfX19GjBjBmjVraNu27SOPf/r0aTIyMrh58yZ3797l6NGjAFkj+/r378/EiRN5//336du3L3v27CEiIoKFCxdmHWPFihWMHDmSqKiorMe+/fZbWrRogZmZGcuXL+frr79myZIlD00vNJlMvP322/z444/Y2toC96fvTZ8+naCgIObOnUuXLl2e62cohLhPim4hciAxMREARwdZOVsJV+JiUalUBAQEKB1FCFHMubu7Y21rS+bt60pHKZHMrO5Phbtx44bCSaBBgwZMmjSJN998k4SEBJycnKhatSobNmygfPnyHDp0iGPHjjF9+vSHXmtnZ0ezZs2IiIh4bNHdsmVLLv3P9mgP1rR5MG/b39+fv//+m/fee49Jkybh5eXFL7/8km1K3e3btzlz5ky2465du5Zx48aRnp5O5cqV+fPPP3n55ZcfOv+0adMoVaoUr7zyStZjo0ePpmvXrtSqVYsWLVowcODAXPzEhNJiY2Mfu8heXnN1dZWV7nNBZXrwN1sUGiqVCvm1PL+8/DkuXLiQrl27snHhfqytHr/vpsgfMxdP5q/NS0lIUGZFWyFEyVI2sBw654o4N+6jdJQSx2Q0EPttW2bMmMFbb72VZ8eVz1Z5S36eyklLSyM6Ohp/f/9s28PFxsYSEhxMSmpqgeSwtrIiMioqV4V3z549SUpKypqOER8fz7hx41izZg1Xr17F3d2dKlWqMHTo0KxdBPz8/Bg6dChDhw7Nh6t4fo/7ffyX9HQLkQM6nQ5zc3OsLK2VjlIi6W4m4uXppXQMIUQJ4eXpScLNW0rHKJFUZmq0VnaFoqdbiKJEp9ORkprKqD498PX0yNdzXYqLZ8yMOeh0umfu7Y6JiaFevXo4OjoyYcIEwsLC0Ov1rF+/noEDB2abMlEcSNEtRA4kJSVhZ2P/2C06RP66cSuR0mVKKx1DCFFClPby5MiVM09vKPKFxtqOmzdvKh1DiCLJ19OD8r6Ffz2KAQMGoFKp2L9/PzY2/z+KNDQ0lN69eyuYLH88eQNEIQRwf+iIhcXjh4yI/HXjViKenp5KxxBClBCenp6QkqR0jBJLpbXIWh1cCFH83Lx5k3Xr1jFw4MBsBfcDjo6OBR8qn0lPdyHk6+srPap5wNfXN8+OlZaWhrnWPM+OJ3Ln1u2blCpVSukYQogSwsPDA/096WlVjMaC1AKalyqEKHjnz5/HZDIRHBysdJQCI0V3IRQTE6N0BPEfaWlpmJtbKB2jxLp95xaurq5KxxBClBDu7u7oU+5iMhpQmamf/gKRt9TmpKSkKJ1CCJFPHizCV5I6GWV4uRA5ID3dyklLTyU1LRU3NzelowghSggnJycAjGn3FE5SMpk05tLTLUQxVq5cOVQqFZGRkUpHKTBSdAuRA+np6ZhrpadbCUl37q8gLD3dQoiCIkW3slRqc+7l8ZzuB1P35CtvvvJyCp8oeZydnWnevDmTJk165PoNSUlJBR8qn0nRLUQOSE+3clJS7w8xdHBwUDiJEKKkeLCIjxTdylBpLUhOydue7piYGEwmk3zl0ZdMhRTPa/LkyRgMBmrWrMmyZcs4d+4ckZGR/PLLL9SpU0fpeHlO5nQLkQNpaWloNVJ0KyEjIx0AS0tZPV4IUTCkp1tZKo0Fycm3lY4hRJF0KS6+0J7DaDSi0dwvP/39/Tl8+DDjxo1j2LBhxMXF4ebmRrVq1ZgyZUpexi0UpOgWIgdSU2UhNaVk6KXoFkIULCm6laXSWpByR7YMEyI3XF1dsbayYsyMOQVyPmsrq1xP/bt+/TqBgYFZ33t6ejJx4kQmTpz42NcUl1EVUnQLkQNpaak4WNgqHaNEysjIAKToFkIUHDs7OwCM+jSFk5RMKq1sGSZEbvn4+BAZFYVOpyuQ87m6uuLj45Ojtrdu3WL37t1s3bqV/v3753OywkmKbiFyIC01DTc76elWgvR0CyGUU3K2sylMVLJ6uRDPxMfHJ8eFcEHq3bs3Bw4cYNiwYbRt21bpOIqQoluIHJCF1JSTLnO6hRAFzGg0AlCCtpAtVFQqs6zfgRCi6FuxYoXSERQnq5cLkQNpaWlYyJxuRWToZXi5EKJgmUym+39QycckRZhMqOSOhxCiGJF/TYTIgbT0NNmnWyEPVi+3sJCfvxCiYPx/L6sUfkowYcLMTD6iCiGKD3lHEyIH9PpM1Gq10jFKpMxMPRqNRno9hBAF5v97upXNUWJJT7cQopiRoluIHNBo1DK/TCFmZmYYDAalYwghShAZXq4wkwkz+dkLIYoReUcTIge0Gi2ZBr3SMUokjUaLyWSSmx5CiAIj7zcKM5lkFTshRLEiRbcQOaDRaMjMzFQ6RomkUd/fZEGvl5seQoiC8aCnWyW9rQqR4eVCiOJFtgwTIge0Wm2JG+JsNBpJTUslOeUuKanJJKckk5qWTEpaKmlpKaSmpZCSlkJ6ehppaamkZaSRnpFGekY66enpZOjTydBnoNdnkJGRjj5TT2amHn1mJpkGPZmZmRgMBozGTIxGA0aj8f6XyYjJaMJkMmI0mTCZTGjUZqSnp8tiakKIAiE93QozyUJqQjyL2NhYdDpdgZzL1dW1UO4JXlhJ0S1EDmi1WjIN+d/TbTAY/i1w75GSlkxKajIpqSmkpiaTkp5KWmoKaemppKalkp6RRlp6GmnpqWToM0hPTyMjq8DNIEP/b5Grz0Bv0JOZacBg0GMwGDAYDZgeKnT/v8g1mUyYnuM61CoVajMz1GozNGZmaLL+q0ZrZoaFWo3WwgyNmRat2gL1f9pozP7/dbq7yeyLvkx6enqe/ZyFEOJJ/n9Ot/S2KsEkPd1C5FpsbCwhwSGkpKYUyPmsrayJjIrMdeEdHx/PuHHjWLNmDVevXsXd3Z0qVaowdOhQmjRpgp+fH5cuXWLhwoV07tw522tDQ0M5ffo0s2bNomfPnlmPHzlyhK+++ort27dz+/ZtfHx8aNCgAcOHDycoKAiAZcuWMWHCBKKiojAajfj4+NCiRQu+//77hzI2a9aMzZs3s2vXLmrXrp37H84jSNEtRA6oVCpORB1l0uzvSEtPI0Of/m+Pblr2Hl19RlaPbmZm5v0vQyYGw//25hru9+IaTfeL3bwqdM3uF7r/X+Sq0ajN0JqZoVWrsVKbodWYoVGbZz2XrSDOVviaPbpNVtvsz6nNzND++73azCxPPyydiU9kX/RlUlNT8+yYQgjxJLKQmsJk9XIhck2n05GSmsIvr3xKoItvvp7r/I1LvLt6LDqdLldFd0xMDPXq1cPR0ZEJEyYQFhaGXq9n/fr1DBw4kKioKAC8vb2ZNWtWtqJ77969xMfHY2Njk+2Yq1evpn379jRv3pz58+cTEBDA9evXWbp0KZ999hmLFy9m06ZNdO7cma+++oo2bdqgUqk4ffo0mzdvfihjbGwse/bsYdCgQUREREjRLURBun07idjLlzlz4VTWYyq435v7iMJTo1ZjbmaGtdoMrbkajZnlIwrY/+/RVf9bHD/03CMK2vuFtDrbc2YqVbH9gGL+71ZtKSkFc+dWCCEerOEhc7qVYTLoMTfXKh1DiCIp0MWXSh7llY7xSAMGDEClUrF///5sxXNoaCi9e/fO+r5bt278+OOPXL58GW9vbwBmzpxJt27dmDt3bla7lJQUevXqRcuWLVmxYkXW4/7+/tSqVYukpCTgfmH+wgsvMHz48Kw2QUFBvPrqqw9lnDVrFq+88grvvPMONWvW5Keffnqo0H8WUnQLkQN+fn7YGzPoWD0sqzBWy3yzAqHV3C+6k5OTFU4ihCgpEhMTATCztlc4SclkykjD3k5+9kIUJzdv3mTdunWMGzfukUWso6Nj1p9LlSpF8+bNmTNnDp9++ikpKSksXryYbdu2ZSu6169fj06n48MPP3zkOR8c08PDgwULFnDy5EkqVqz42Iwmk4lZs2YxadIkgoODCQoKYsmSJfTq1evZLvp/SNUgRA7Y2Nre/6+FORYajRTcBcj6396OmzdvKpxECFFSJCQkAKC2dlQ2SAll1Kdib2+ndAwhRB46f/48JpOJ4ODgHLXv3bs3s2fPxmQy8ccffxAQEECVKlWytTl37hzAU485ePBgatSoQaVKlfDz86Nz587MnDnzofWCNm3aREpKCs2bNwege/fuRERE5PAKn0wqByFywMbGBr1BVrNVgo2FOQDXr19XOIkQoqSIj48HQG3rpHCSksmUkYq9nRTdQhQn/78VY86mQ7Zq1Yp79+6xfft2Zs6cmW34+X+P+TQ2NjasWbOG8+fP8+mnn2Jra8uwYcOoWbNmtumLERERdOrUCY3m/mDwLl26sG/fPs6cOZOj8zyJFN1C5ICVlRV64/MscyaelYVGg4VWmzXcUwgh8ltCQgJmGnNU5tZKRymRVJnp2NnZKh1DCJGHypUrh0qlIjIyMkftNRoNb7zxBp9//jn79u2jW7duD7V5sDL5gwXYniYgIIA+ffowY8YMDh8+zOnTp1m8eDFwf0TlypUrmTx5MhqNBo1GQ+nSpcnMzGTmzJk5vMrHk6JbiBywtrYmU/ZtVYydlaX0dAshCkxCQgLmdk7FdoHKQk+fhp30dAtRrDg7O9O8eXMmTZr0yHV6Hix69r969+7Ntm3baNu2LU5OD488atasGa6urkyYMOGR53zUMR/w8/PD2to6K8v8+fMpU6YMx44d4+jRo1lfP/30E3PmzMlaYPNZyUJqQuSAtbU1GQaD0jFKLBsLcym6hRAFJiEhATMbR6VjlFgmfSq2ttLTLURxM3nyZOrWrUvNmjUZM2YMYWFhZGZmsnHjRqZMmfJQL3hISAg6nQ5r60ePOrKxsWHGjBl07NiRNm3a8O677xIYGIhOp2PJkiXExsayaNEiRo8eTUpKCi1btsTX15ekpCR++eUX9Ho9TZs2Be4PLe/QocNDC635+voyYsQI1qxZQ9u2bZ/52qXoFiIH7O3tSdM/3x0u8eystWoZXi6EKDBxcfFg6aB0jBLLlCFFtxDP6vyNS4X2HP7+/hw+fJhx48YxbNgw4uLicHNzo1q1akyZMuWRr3FxcXniMdu2bcvu3bsZP348Xbt25c6dO3h7e9O4cWPGjh0LQIMGDZg0aRJvvvkmCQkJODk5UbVqVTZs2ED58uU5dOgQx44dY/r06Q8d387OjmbNmhERESFFtxD5zd3dnbspqZhMJhluqAAbc3Pi4+KUjiGEKCGuxcVhZuOmdIwSy5Auw8uFyC1XV1esrax5d/XYAjmftZU1rq6uuX6dp6cnEydOZOLEiY98PiYm5omvf9SQ8erVq7Ns2bLHvqZRo0Y0atTosc9Xq1btiYuyrVq16omZckKKbiFywM3NDYPRSKo+M2sLK1FwbC3MiU6IVzqGEKKEiE+4jtq3nNIxSiSTyURmRor0dAuRSz4+PkRGRaLT6QrkfK6urvj4+BTIuYoDKbqFyAF3d3cAktPTpehWgJONFTsvXMJgMKBWq5WOI4QoxkwmEzcSr2NbwVHpKCWSSZ+GyWDAwUGG9wuRWz4+PlIIF1KyerkQOeDmdn+Y4b20DIWTlEwuNtZkZhq4cuWK0lGEEMVcUlISen0GahvZo1sJhuQkAEqVKqVsECGEyENSdAuRAw96uu+lS9GtBBfb+6tWXrx4UeEkQojiLu7f9SPUsnq5IqToFkIUR1J0C5EDzs7OmJmZcS89XekoJZKTtRUqlUqKbiFEvnuwZY3WuYzCSUomY/ItADw8PBROIoQQeUeKbiFywMzMDGcnJ5Klp1sRGrUaFztbzp07p3QUIUQxd+LECcztnKSnWyGGlCTM1GqcnZ2VjiKEEHlGim4hcsjN1VXmdCvIxcaKM1FRSscQQhRzx44dR+Pqq3SMEsuQfAsXFzfMzOQjqhCi+JB3NCFyqJSHh8zpVpCrjRVRUZFKxxBCFHOHjx5D7SJFt1IMybdkPrcQotiRoluIHHIvVYpkvV7pGCWWu50tFy9Go5ffgRAin9y7d4/Ll6Ixd/dXOkqJZUxOorSXzOcWQhQvsk+3EDnk7u5Oij5T6RgllpeTPRl6PadOnaJKlSpKxxFCFEOnTp3CZDKhdfNTOkrJlXYbD4/ySqcQokiKjY1Fp9MVyLlcXV1lT/BckKK7CPHz8+PSpUtKxygyfH19iYmJybPjubm5cS9NVi9XipejPSqVisOHD0vRLYTIFydOnEClMkPr4q10lBLLlJwkw8uFeAaxsbGEhISQkpJSIOeztrYmMjIyx4X31q1badSo0WOfb9iwIbNmzcLf358jR45k+6w3Z84cJk2axKlTpzAzM6Nq1ap8+OGHvPLKKw8dPzQ0lGPHjqFWq7Oec3R05KeffqJnz565vs68IkV3EXLp0iVMJpPSMYoMlUqVp8fz9PTkbkoqBqMRtSzwUuAsNBo8HB04dOgQvXv3VjqOEKIYOn78OJaupTHTWigdpUQymUxk3L2Bp6en0lGEKHJ0Oh0pKSnMHD6eYO/8nSITdTma3t+ORKfT5bjorlu3LnFxcQ89vmrVKvr378+AAQMe+boPPviAiRMnMnbsWF599VX0ej3z5s2jbdu2/PzzzwwaNChb+wsXLjB37lx69eqV+wvLR1J0C5FD/v7+GE0mbqWk4mpro3ScEsnT3oaDBw4oHUMIUUwdPXYclSyiphhD8i0M+gzKli2rdBQhiqxgb3+qBlZQOsZDzM3N8fDIvl5DZGQkw4cP5+OPP6Zjx44PjVDdu3cv33//Pb/88guDBw/OenzcuHGkpaXx/vvv07ZtW7y9/3900uDBg/n888/p0qULlpaW+XpNuSHddULkkL///buGN5NTFU5ScpVxtOf4iRNkZsrceiFE3jKZTBw/fhytbBemmMyk+71gUnQLUfwlJSXx6quv0qBBA7788stHtlm4cCG2trb069fvoeeGDRuGXq9n2bJl2R4fOnQomZmZTJw4MV9yPyspuoXIIR8fH8zMzLh5r2DmyoiHlXZ2IC0tjchI2TpMCJG3rl27xu2kW7JyuYIyk+IBKbqFKO6MRiNdu3ZFrVYzb968x04JPXv2LAEBAZibmz/0nJeXFw4ODpw9ezbb49bW1nz++eeMHz+e27dv50v+ZyFFdxHXs2dPVCpV1peLiwstWrTg+PHjj2z/9ttvo1arWbRo0UPPderUiVq1amEwGLIe0+v1hIeH071798dmmDJlCmFhYdjb22Nvb0+dOnVYu3btE3Nv3bo1W+4HX1FRUVltNm7cSFBQEA4ODvTo0YOMjP/fI/v27dsEBQURGxv7xPPkJa1WS2kvT24mS9GtlNKO9gAcPnxY4SRCiOLm2LFjALJyuYIyk+JxdS+FtbW10lGEEPno448/Zs+ePfz555/Y29s/83FMJtMjC/a33noLV1dXvvnmm+eJmaek6C4GWrRoQVxcHHFxcWzevBmNRpNtNb8HUlJSWLx4McOHDyciIuKh5ydPnsylS5f4+uuvsx778ssviY+P59dff33s+cuUKcPXX3/NwYMHOXjwII0bN6Zt27acOnXqqdnPnDmTlT0uLo5y5coB9++AdevWjf79+7N7927279/P9OnTs143YsQI+vfvX+BbFZQtGyBFt4IstVo8nBzYu3ev0lGEEMXMjh07MLdzRuMgK2crJTMpnsCAAKVjCCHy0eLFi/nuu+9YtGhR1uf+xwkKCuLChQvZOt4euHbtGnfu3HnkMTQaDWPHjuXnn3/m2rVreZb9eUjRXQxYWFjg4eGBh4cHVapUYcSIEVy+fJnExMRs7ZYuXUqFChUYOXIku3btemixAhcXF6ZNm8aYMWM4fvw4hw4dYvz48cyYMQMnJ6fHnr9169a0bNmSoKAggoKCGDduHLa2tjkqjNzd3bOye3h4ZC3vr9PpSExMZMCAAYSGhtKmTRtOnz4NwK5duzh48CBDhgzJ5U8q5/R6PefPn2f9+vVMmjSJqVOnAhAQGMjNVNk2TEl+Tg78s2WL0jGEEMXM5i3/oC0Tmuc7X4icM91JoFygFN1CFFdHjx6ld+/efP311zRv3vyp7Tt37sy9e/f47bffHnruu+++Q6vV0r59+0e+tmPHjoSGhvLFF188d+68IKuXFzP37t1j/vz5BAYG4uLiku25iIgIunfvjoODAy1btmTWrFkP/Y/Ypk0bOnfuzJtvvoler6dHjx60bNkyx+c3GAwsXbqU5ORk6tSp89T2VatWJS0tjQoVKvDpp59m7d/n5uaGp6cnGzZsoGnTpuzYsSNriPk777zDzJkzs+2/9yzS09OJjo7m/PnzD33FxMRkDbPXarXUqVOHfv36ERgYyKJ7yY8dziLyX1k3ZxbsO8r169dxd3dXOo4Qohi4e/cuhw4dxPGl/kpHKdEMt+NlPrcQxZROp+PVV1+lYcOGdO/enfj4+GzPP+pzfZ06dRgyZAjDhw8nIyMj25ZhP//8Mz/99FO2lcv/K6fFfUGQorsYWL16Nba2tgAkJyfj6enJ6tWrMfufvaTPnTvH3r17Wb58OQDdu3fn3Xff5fPPP8/WDuDnn3/Gy8sLe3t7fvjhhxxlOHHiBHXq1CEtLQ1bW1tWrFhBhQqP367A09OTadOmUa1aNdLT0/n9999p0qQJW7dupX79+qhUKpYsWcJ7773HkCFDaNmyJb1792b8+PE0adIEKysr6tWrh06nY/DgwQ/t0fe/9Ho9a9as4dy5c9kK68uXL2fte25paUlgYCABAQG8+uqrBAYGZn15e3tnvRGUL1+elLR0ktMzsLWUfVwL2s17KcTobgH393Xs06ePwomEEMXBzp07MRoMWHpXUjpKiWXMSCP9zk0CZHi5EM8l6nJ0oTzHmjVruHTpEpcuXcLT0/Oh5319fdm6detDj//000+EhYUxZcoUPvvsM1QqFeHh4axcuZLWrVs/8ZyNGzemcePGbNiwIdd585rK9KDqEIWeSqXiv7+unj17cvXqVaZMmQLAzZs3mTx5MmvXrmX//v34+t7f+uSjjz7i1KlT/PXXXwBkZGTg6enJwoULadasWbZjTp48meHDh5Oens7u3bupWbPmU7NlZGQQGxtLUlISy5YtY8aMGWzbtu2Jhfd/tW7dGpVKxapVqx75/NmzZ2nVqhVHjhyhfv36DB06lBYtWlCxYkU2bdpEWFhYtvYPfl5LliyhU6dO2NnZZRXSAQEB2QprT0/Ph24+PMrJkyepVKkSAxvVwd/NOcfXJp7N7dQ09l+8zKlrCeiSU0jL0AOgArp1787vv/+ubEAhRLEwYsQIfp4aQan+s2UUk0IyEmOImzmInTt3Uq9ePaXjCFFopaWlER0djb+/f7Z9qGNjYwkJCSElpWDWHrK2tiYyMrLA11cqbB73+/gvKbqLkMcV3UlJSaxcuTLrMYPBgIODA0OHDmXs2LEYDAa8vb2Jj4/PVlgaDAZef/11Fi9enPXYxYsXCQsL49dff2XXrl3s3r2bI0eOYGGRu17dl156iYCAgEfOwXiccePGMW/evEduB2UymWjUqBHvv/8+DRs2xMHBgeTkZKytrenYsSP169dn8ODB2V7zvz+vpKQkHBwcnvvDVGpqKjY2NnSsVomaZR8/nEU8m5T0DPZFX+bU1XgS7qaQlpGBCXC0s6VGhWCqBQdRNTiIBes2cvpqAmfPnVM6shCiGCjr78eVK1fAyRurwJrYVWmJxt5V6VglSsrZ3SSu+Iq4uDg8PDyUjiNEofWkIi82NhadTlcgOVxdXUt8wQ05L7pleHkxpFKpMDMzIzU1FYC///6bu3fvcuTIkWzzJaKioujWrRs3btzAxcUFo9FIr169aNiwIb169aJ9+/ZUrFiRzz//PNuK5jlhMplIT8/dgmNHjhx55HATuD8f3cXFhTZt2nDr1v3hxXq9Puu//7vN2aM4OjrmKsvjWFlZ4V2mNIn3kvPkeCVdml7PgZgrnLwST9yde6Rm6DGZTNhZW1G7UijhwUFUCwnCu5R7thsmNSoE8+e2XcTGxsobvhDiueh0OmIuxVK/UhkuXLvBlT1LuLtnCRpLa8zcymId/CK2FZtgZv74D1Pi+WUkXsLRyZlSpWT1eCGelY+Pj3wuKqSk6C4G0tPTsxYjuHXrFhMnTuTevXtZ8xwiIiJo1aoVlStXzva60NBQhg4dyrx58xgyZAg///wzJ06cyNrqy97enhkzZtCqVSvatWv32GHmH3/8MS+//DLe3t7cvXuXRYsWsXXrVtatW5fVZuTIkVy9epW5c+cC9+dn+Pn5ERoaSkZGBvPmzWPZsmUsW7bsoeNfv36dsWPHsmvXLgCcnJwICQnhp59+olmzZmzevJmPP/74OX+KOVc+OIS40ycK7HzFSUZmJkdir3HschxXk+6QmqHHaDJhbWlBeMj9nuzw4HL4ez15uH94+SBUKhWbNm2id+/eBXgFQojiZuPGjZhMJhZ+3BZPF1suXLvFpsMxbDgUzabDZ7m18SR3Nk9FZeWAtnQFbCu9hGXZ6jmakiRyTp8YQ/XKYTK8XwhRLEnRXQysW7cuq4fYzs6O4OBgli5dSsOGDUlISGDNmjUsWLDgodepVCratWtHREQEL7/8Mp988gkzZszI1tvcrFkzevXqRc+ePR87zDwhIYE33niDuLg4HBwcCAsLY926dTRt2jSrTVxcHLGxsVnfZ2Rk8MEHH3D16lWsrKwIDQ1lzZo1j1wpfciQIXzwwQeULl0667HZs2fTo0cPfvnlF4YPH56jeed5pUKFChw/sK/AzleUZRqMHL8cx5HLV7l86w4pGXqMRiMW5lqqBpUjPCSIasHlCfQujToXH2DtbW0ILevPX6tWSdEthHgu69ato3KgB54u9xckDfByIsDLiX6vVMVgMHL4fAIbD0Wz/lAMu0/tJfHsbrQaDSZbNyz9qmJX9WXM3f0Vvoqiz3TjElVbPHrrHyGEKOpkTncR8qg53eLx8uvnNWfOHHr27MnY15phqdXm+fGLskyjkdNXEzgce5XYm0kkp+sxGI1oNRrCAstSvUJ5qpYPItjXB43m+bZ8m792I7PXrEd34wbW1tZ5dAVCiJLEaDTi5elBz0YBfN2n4VPbJ6dmsOPkFTYdjmHtgYucvnR/7qTW3AKcymBdrg62VVqgsXHM3+DFjFGfxpUfX2f69Gm89dZbSscRolDL6RxiUTBkTrcQ+SQ8PByAq0l3CHBzeUrr4s1oNHImXsehS1eI0d3iXoaeTIMBtdqMimX9qRZSnmrBQYT4+2KexzcoXqwaxpRlf7JhwwZeffXVPD22EKJkOHz4MAnXE2lR46UctbexMqdFjbK0qFGW7/o1JuFWMpuPxLDx0P0iPGHnPO7smofG0ha1eyDWFRpgU6EBZhrzfL6Sok2vu4zJZHxoFxIhhCgupOgWIpdCQkKwsLDg6q2SV3QbjUYu6m5xMPoyFxJvcjc9g0yDATMzFcG+PlSvEEx4cBCVAvyxMM/fD5k+HqXwL+3FihUrpOgWQjyTxYsX4+ZkywsVn203ilJONnRtHErXxqGYTCbOXL7JpsMxrD8UzZYjp7h56Si3N/wKVo5YeFfENqwZFj5hMh/8P/SJMahUKkJDQ5WOIoQQ+UKKbiFySaPREFapElcS45SOUiBib9xiX/Rlzl+/wZ20DPSZmahUKgK9S/NySDBVg8tRuVwA1goMcXqxSiVWrVqFXq9HK0P9hRC5YDQaWbxoIR1fCEKjfv4iWKVSEezjQrCPC4NerYY+08CBM3FsPBzD+oPR7I/aQUrkdrRaDSa7Ulj5V8M2vCXmzmXy4GqKtozEGHz9A2SqkBCi2JKiW4hnUL1GDVYuWqh0jHwRl3SHvRcvcy4hkaTUdDIyMwHw8/Kkce37w8UrBwViVwg+HNWvWpm5a9azfft2mjRponQcIUQRsnv3bi5fuUqXYQ3z5fhajZq6oWWoG1qGz994gTvJ6Ww7Hps1H/zcoVXcPbQKrYUlKmdfrIPqYFelBWaWtvmSpzAz6C4RHl756Q2FEKKIkqJbiGdQrVo1fps6lfTMTCw0RfuvUeLde+y9GMuZeB23UtJI/3f/8zKl3GhVPZzw8kFUKR+Ik52dwkkfVt7Xm1IuLqxcuVKKbiFErixcuJAy7g7UrVAwPc32Nha0rlOO1nXK8TNwVXc3a2uy9QejubHtDHe2z8HMyhaNRxC2oY2wCn4BM7Oi/W9MTmTqYggLe1XpGEIUebGxseh0ugI5l6urq+wJngvF/51ciHwQHh6O0WQiLukOfq7OSsfJlVvJKey9eJmouOvcSE4l7d8i28PFmWa1KxEeHETV8uVwdXRQOOnTqVQqXqxSiT/+WMpPP/2EWv18K6ILIUqGzMxMli5ZTI9G5TEzU2Zf6NKudvRoVokezSphMpk4GZN4fz74wRi2HTuK7uIhNH//ADbOmHuHYVelBZZlKiiSNT9l3r1Bxr0kWURNiOcUGxtLcHAwqampBXI+KysroqKiclV49+zZk6SkJFauXEnPnj2ZM2cOcH/qpre3N+3ateOLL77AxsaGmJgY/P39UavVXLp0KdvWwXFxcXh7e2MwGIiOjsbPzy+vLy/PSdFdhPj6+qJSKfPhoCjy9fXNt2OHhoZirtVy5dbtQl90301LY9/Fy5y6loDuXgqpGfeLbBcHexrVCCe8fDmqBgfh4VK4r+NxmtWqzh+bt7Jly5Zse8MLIcTjbNmyhUTdDbo0aq10FOD+DcRK/u5U8nfnvfY1Sc/IZG/ktX/ng1/k0OktpJzagtZci8neE+uAGthVbYnGoZTS0Z9bxrUzANSqVUvhJEIUbTqdjtTUVF577TXc3Nzy9VyJiYmsWLECnU73XL3dLVq0YNasWej1enbs2EGfPn1ITk5mypQpWW28vLyYO3cuI0eOzHpszpw5lC5dmtjY2Oe6joIkRXcREhMTo3QE8S9zc3NCQ0O5cqtghvDkRkp6BvujL3PqagLxd++RlqHHBDjY2lKvShjVgssTHlwOLzfXYnETJ8TfF18vD37//XcpuoUQObJo4ULKlXGlamDhLFotzDU0qOxDg8o+jO1Vn1t30/jn6CU2HYlh7f6LxOxbxp19y9BaWmHm4o91cD1sw5piZq78Whu5lX4tCq/S3nh5eSkdRYhiwc3NDU9PT6Vj5IiFhQUeHh4AdO3alX/++YeVK1dmK7p79OjBrFmzshXds2fPpkePHnz55ZcFnvlZSdEtxDOqUbMma/5YonQM0vSZHIq5wvEr8cTduUtqhh6TyYStlRW1KoYSHhJEePkgfD1LFYsi+79UKhXNa9Vg3h9/MHnyZGxtS94iREKInEtPT2f58mUMaRNWZN4Tnewsafdiedq9WB6AmPgkNh2+xIZD0Ww4dIFbm09z+58ZmFnao/UKxqZiY6zK1SkSW5NlxkXx4gt1lY4hhCgErKys0P877fGBNm3aMHXqVHbu3MkLL7zAzp07uXnzJq1bt5aiW4iSIDw8nBkzZqDPNKDVFNxc4ozMTI7EXuP45TiuJN0hNUOP0WTCysKC8OCgf3uygyhb2rNIfODKC81q12D6ytUsXbqUXr16KR1HCFGIrVu3jtt37tK5YYjSUZ6Zn4cjfVo60qdlZYxGE0cvJLDx0P1F2XacPIDu/D60GjVGG1csfStjV+VlLDzLKR37ISaDnrS489Sp87bSUYQQCtu/fz8LFix4aGFcrVZL9+7dmTlzJi+88AIzZ86ke/fuRW6rWCm6hXhG4eHhGI1Grt2+g6+LU76dJ9No5MTlOI7EXuPyrdskZ+gxGo2Ya7VUCQqkesj94eLlfLxRl5Ai+788XJypUSGEGTOmS9EthHiiWTNnUiXQkxBfV6Wj5AkzMxXh5TwIL+fBiM61SU3Xs+vUVTYeimbdwWiOH99A8vENaM3NwbE0VoG1sKvyMho7F6Wjk5FwEWNmBrVr11Y6ihBCAatXr8bW1pbMzEz0ej1t27bl119/fajdW2+9RZ06dfjqq69YunQpe/bsIfPfLW2LCim6hXhGlSpVwlyrJfZGUp4W3UajkVPXrnM49iqXbtwiOV2PwWhEq1FTKTCAasFBhAcHEeLni6YAe9gLu1Yv1Obz32YSGRlJSEjR7cESQuSf2NhY/lq9minvNlM6Sr6xstDyUrgfL4X78U3fRuhup7D5yKWs/cGv7l7E3T2L0FjYYOZWFuuQ+thWbIyZ1qLAs6Zfi0JrbkHVqlUL/NxCCOU1atSIKVOmoNVq8fLyemzvdcWKFQkODqZLly6EhIRQsWJFjh49WrBhn5MU3UI8I0tLS6rXqMHF2Iu8GOT/zMcxGo2cu67jYMxVohNvci9DT6bBgNrMjApl/f7tyQ4itKwf5kVsKE1BerFKJRzt7IiIiOC7775TOo4QohCaNm0atlbmdG1c/LbeehxXB2s6NQyhU8MQTCYT56/eYtORGDYcjGHTkShubTjBnU1TUFk7oC1dAdtKL2HpX61ApielX4siPDwcc3PzfD+XEKLwsbGxITAwMEdte/fuzYABA7ItslaUSNEtxHNo1KgRv/xwBJPJlKsFeS4m3mB/9BUuJt7gTloGmQYDZioV5X19qF6hPOHly1EpMABLC/kgklPmWi0v161JxIwZjB49WhZUE0Jkk5GRwfRpv9GjaSi2ViXzvVWlUlGujDPlyjjzTutwMg1GDp2NZ9PhGNYdvMjeyN0kntmFVqPBZOuGpX84dlVfxtzNL1/yGOPP8kLL7vlybCFE8dK3b186duyIo6Oj0lGeiRTdQjyHBg0aMG7cOBLu3MPDwe6x7S7fSGJfdCznr9/gdloG+sxMVEBAmdI0q1CeasHlCStXFhsrq4ILXwy1b9yAJRv/Yc6cOQwcOFDpOEKIQmTZsmVcT9TxziuvKh2l0NCozagV4kWtEC8+6VaXe6kZ7DhxmY2H729NFnVkDfeOrEFrYYHK0RuroDrYVmmBxtrhuc+defcGabcSqFOnTh5ciRDigcTExEJ7DqPRiEbzbOWnRqPB1bXorsWhMplMJqVDCFFUJScn4+jgQJvKIdQN9M16PC7pDvsuXuZsgo6ktDQy9PcXe/D1LEWNCiGEB5ejSlA57G2K3p6qhd2o32Zy6WYSZ8+eKzGrtwshnq52rZrY6BPZPKGz0lGKjPib99h0OCZrPvj1pBTMVCrUljaoS5XDpkIDrEPqY6bJ/ciB5Kid6P78mqtXr8oe3ULkQlpaGtHR0fj7+2NpaZn1eGxsLMHBwaSmphZIDisrK6KiovDx8cnxa1q0aEFgYCATJ07Mx2QF63G/j/+SoluI51SrZk1uX47B08GOM/GJ3ExJJf3fIru0mys1KgQTHhJE1aByONk/vjdc5I2TF6LpP/57/vzzT9q0aaN0HCFEIbBnzx7q1q3LX1924JXaOZs/KLIzmUxExt5g0+EY1h+M5p9jl0hNz0SjNgNrJ8zLVMS2cjOsfCvn6Hg31k/E/e4FLpw/m8/JhShenlTkxcbGotPpCiSHq6trjgvuW7dusXv3btq3b8+iRYt49dVX8zdcAcpp0S3Dy4V4ThVCQ5l94ABn4hNxd3aiaa0ahAcHER5cDtciOu+kKKsY4E/FgLL88MMPUnQLIQD48YcfCPJ2pWXNAKWjFFkqlYoKvq5U8HXl3deqo880sC/q2v354AeiORC1nZTIbWi1Wkx2pbAqWx3bqi9j7lz6kcfLvHKC5h3lPVqIvOTj45OrnueC0rt3bw4cOMCwYcNo27at0nEUIT3dQjynv//+m1atWvHDewOpGSpbVRUGmw8c5vPfZnLkyBGqVKmidBwhhIJiYmIICAjg14EvMaBNuNJxiq3byWlsO3aZjYejWXvgIheuJQGgtbBE5eKLdVBd7Co3x8zSlsw7iVyd0os//viD9u3bKxtciCImpz2romBIT7cQBaRhw4aYm5tzKS5Biu5CokF4ZTxcXfjhhx+YO3eu0nGEEAr66aefcLC1pEfTikpHKdYcbCxpU7ccbeqWA+Dy9TtsOhzDxsMxrD94kZtbz3Bn+2zMLO1Q2bgA9//9FEKIkkB6uoXIA40aNUKfdINvBvVTOor41+INW5iyfBVnz57F3//Z91EXQhRdV65cITAwgE861+Kz7vWUjlNiGY0mTsYksvFQNOsPxbD16CXcPTy5cuWK0tGEKHKkp7twyenvQ5b2FSIPNG3alKNnzpOZaVA6ivhXmwb1sLexZty4cUpHEUIo5Ktx47Cx0DDktepKRynRzMxUhJV1Z1jHWqz76nUc7a154403lI4lhBAFRopuIfLASy+9RHJqKpExl5SOIv5lZWFBl2ZNmDNnDjExMUrHEUIUsOjoaGZEzGDE6zWxt7FQOo7415HzCSTeusfLL7+sdBQhhCgwUnQLkQeqVauGg709B05HKR1F/CsjM5PY+AQwmujXT4b9C1HSfDlmDM52VgyUxdMKlXUHLmJna0udOnWUjiKEEAVGim4h8oBaraZp06bsPXla6Sgl9QIRfwAA1a5JREFUXmZmJr8uXkbLwR/y147d+DqWZvOmzZw7d07paEKIAnL27FnmzJ3Lx51rYWNlrnQc8T/WHYqhSZMmaLVapaMIIUSBkdXLhcgjr772Gn8sW8b1m7dwd3ZSOk6JYzQambbiL5Zt3k5qRjov+FXnwxf7EOIeQIMZ3fh81OcsWLhA6ZhCiAIwevTneLna8XarKkpHEf8j6V4ae05fYdLAj5WOIkSxFBsbi06nK5Bzubq6Fso9wQsrKbqFyCMtW7ZEo9Gw4+hx2jduoHScEsNoNDJr9VoWr/+HlPQ0antXYXj9PtQsE5bV5t3abzJy8fd8NPIjwsLCnnA0IURRd+LECRYtWszUIc2xNJePOYXJ5iMxGAxGmjdvrnQUIYqd2NhYQkJCSElJKZDzWVtbExkZmavCu2fPnsyZMwcAjUaDt7c37dq144svvsDGxgaAZcuW8euvv3LkyBEMBgNly5alQ4cODBo0CGdn56xjpaam4uXlhUql4urVq1hZWWU7l5+fH5cu3V9rydLSEl9fX9566y0++OADVCrV815+rsm/RkLkEScnJxo2bMiOoyek6C4ARqOR+es2Mu/vTSSnpRLuFcqI+n2p6/vw/M3XK7Vk2sHFDHt/GBs2blDkzVYIUTA+HzUKf08nejWvpHQU8R/rDkQTXD4IPz8/paMIUezodDpSUlIYPXp0vv8di4mJYfTo0eh0ulz3drdo0YJZs2ah1+vZsWMHffr0ITk5mSlTpvDJJ5/wzTff8N577/HVV1/h5eXFuXPnmDp1Kr///jtDhgzJOs6yZcuoWLEiJpOJ5cuX061bt4fONWbMGPr27UtaWhqbNm3inXfewd7eXpG1fqToFiIPtWvXjsGDBnEnOQV7G2ul4xRbizZsZs5f67mbmkKYRzAf1u9Dfb8ajy2mtWoNnzUcSK9lH7Fq1Sratm1bwImFEAVh3759rFi5kjkftkKrUSsdR/wPo9HE2oMxdOjaU+koQhRrfn5+lC9fXukYj2VhYYGHhwcAXbt25Z9//mHlypX06tWLr776ip9++ilbce3n50fTpk1JSkrKdpyIiAi6d++OyWQiIiLikUW3nZ1d1rn69OnDlClT2LBhgyJFtyykJkQeatu2LQajkd3HTyodpVha8c92Wg4ZwcQlK/C282J2h29Y/eZvNPCv+dTe6yYBdWgYUIv3h75HWlpaASUWQhQUo9HIoIEDqBzgQbfGoUrHEf+x69QVribepn379kpHEUIUIlZWVuj1eubPn4+trS0DBgx4ZDtHR8esP1+4cIE9e/bw+uuv8/rrr7N7924uXrz42HOYTCa2bt1KZGSkYos4StEtRB7y8vKiZs0abD9yTOkoxcrqHXt4ZehHfD9/CR5Wbkx/bRzrekbQJKBOjoeKq1QqPm80iNjLl/nxxx/zObEQoqDNnDmTg4cOM3FQE9Rq+XhT2Cz85zRlSntRr149paMIIQqJ/fv3s2DBApo0acK5c+coW7ZsjorimTNn8vLLL+Pk5ISzszMtWrRg5syZD7UbMWIEtra2WFhY0KhRI0wmE++++25+XMpTyb9KQuSxdu3as/9UJGnpGUpHKfI27D1Am/c/5us583E2d2JK2y/Y2Hs2LYJefKZ52YEuvvSs2o5xY8dx9erVfEgshFDCrVu3GPnRCLq/VJEXKnorHUf8R6bByNIdZ+ncpStmZvLRU4iSbPXq1dja2mJpaUmdOnWoX78+v/76KyaTKUef7QwGA3PmzKF79+5Zj3Xv3p05c+ZgMBiytR0+fDhHjx5l27ZtNGrUiE8++YS6devm+TXlhLzzCZHHXnvtNdLSMzhwOkrpKEXWPweP8OqwTxgzYw52Zrb80voztrw1l1eCG2Gmer63raH1emBpZs5HIz7Ko7RCCKX169ePlOS7TOjTUOko4hE2H45Bl5RM586dlY4ihFBYo0aNOHr0KGfOnCEtLY3ly5fj7u5OUFAQFy5cQK/XP/H169ev5+rVq3Tq1AmNRoNGo6Fz585cuXKFDRs2ZGvr6upKYGAgderUYdmyZfz4449s2rQpPy/vsaToFiKPBQUFERIcLEPMn8HOo8dpN/wzPpsagYXJkh9ajmRr33m8VqEparO8WRTJwdKOD+v1Yd78eezatStPjimEUM7BgwdZtuwPUtL0DJy4gcvX7ygdSfzHoq2RlAsMIDz84d0lhBAli42NDYGBgfj6+mYbSt61a1fu3bvH5MmTH/m6BwupRURE0LlzZ44ePZrtq1u3bkRERDz2vE5OTgwePJgPPvgAk8mUp9eUE1J0C5EPXmvXjt0nTpH5n2Eu4tH2nTxNx48+56OJ0zDTq5nQ4kN2vL2QjpVeRmOW95ssdAprSWWvEN7u05f09PQ8P74QomBkZmbS963eVHLXMKiGltV7zlO+1zS+W7oPfaa8/xYGaRmZLN91js5dusp2jUKIx6pVqxYffvghw4YN48MPP2TPnj1cunSJzZs307FjR+bMmUNiYiJ//fUXPXr0oGLFitm+evTowapVq0hMTHzsOQYOHMiZM2dYtmxZAV7ZfbJlmBD54LXXXuOrr77i+LkLhAcHKR2n0Dp85iwT5izkyvVE3GycGdfsfTqHtcJcnb8rS6rN1Hzb/ENazu3L+PHjGT16dL6eTwiRP3755ReOnzzJ3t7W1CitZng9I20XpfDhtH+IWHucae+14MVKMsdbSesOXOROcpoMLReigMTExBTZc3zzzTdUq1aNSZMmMXXqVIxGIwEBAXTo0IEePXoQERGBjY0NTZo0eei1jRo1ws7Ojt9//53333//kcd3c3PjjTfeYPTo0bRr165A15hQmZToXxeimDOZTPh4e1MzKID3u72udJxC58T5i4yfPZ/L8ddxtLJnaN0edK3SGkuNRYHmmLB9OlMPLOLwkcNUrFixQM8thHg+ly5dokJIMH0qGfn5Zctszy0+mcHbazK4k2bkzaYV+bZvI9ydbBRKWrJ1GvsnUTfVHDt+QukoQhQLaWlpREdH4+/vj6Xl/7/3xcbGEhISQkpKSoHksLa2JjIyEh8fnwI5X2H1uN/Hf0lPtxD5QKVS0blLF2ZM+43Bndqh1chfNYComFjGzfydmGvx2Fva8kmjd3iz6qtYaR//JpWf3q37JmvPb6d3z17s3rsHjfyehCgSTCYTA97pj5O5gbGNH37/6FTRnPYVNLz1ZxoLtpxixc6zfNO3IW+3rCLbiRWge6kZ/LX3AqNGf6F0FCGKPR8fHyIjI9HpdAVyPldX1xJfcOeG9HQLkU9OnDhBWFgYXw96mxeqhCkdR1HnL19l7My5XLxyDRtzawbW7kbP8HbYmFsrHY3DV0/x2vyBjB03lpEjRyodRwiRA9OnT+ftt9/mz85WtCn/5OkoZ3QG2ixK5ewNI1UDSzFtaAuql/csoKQl24Itp+g2/i+io6Px8/NTOo4QxUJOe1ZFwcjp70OKbiHyUZXKlXHWqvnynbeUjqKImLg4xkb8ztlLV7DSWNC/Vlfeqv5/7N11WBTd28DxL0s3KooNKqJYIGJiYmBiPxYKih2IYncHdjdioGIgBjaCiS0mYiIGBgKiNOy+f/jK7+ERERV2Fp3Pde2lzs7MuXeR3bnnnHOfTuiqK9YwzzmBa9h0Yx/Xb1wXh5mLRAru4cOHVLW0oId5GuvbaGb7uHXXknA7mUJ8spSBbaoyu3cD8umKF6y5qc3kvUTK8hN06bLQoYhEfwwx6VYs2f15iGOs/kAmJiYoKSn99Q9FuKvu6OTE+dt3iI2Tz/waRfHy7TsGzl1Erylzef7qHcNq9+TS4L242jgqXMINMLJuH4wNitKzhwOJiYlChyMSib4jJSUFh+7dKKqdxmK7n7vYHGCtTuRoLdqWU2a9XzBlHdex7eRdQZaO+RtExSZw/NozunXvIXQoIpFIJDgx6f4DPX/+HJlM9tc/nj9/LvSPgm7dupGWJuX0tRtChyIXEZEfGOq+lB6TZvEo7BWDanbj8qA9jKrnjIGGrtDhfZeGijorWk0m5H4Io0aNEjockUj0HTNmzODGzZt4tVNDR+3nl5/SUJGwv6s2V/pqoiNJopf7YeqP9OJe2PeXmBH9Gp/zD0mTyujcubPQoYhEIpHgxOHlfyAlJSXxzj2K8z60aNGCl48fsXbcCKFDyTXvo6OZ5bGd4NDHSJSUcLLqwOCaPTDUzid0aD/F84YPk08uxcfHh/bt2wsdjkgk+pdz587RsGEDpjdQY1L9nFnpwP1CEtPOpJCcJsOtUw0mO9igo6mWI+f+2zUZ641M3xj/0wFChyIS/VHE4eWKRRxeLhIJ5P379yxbtgx7e3siIiLo3bs3dx8/Iez1G6FDy3FRsbG4LV1N57HTuBX6mF5V2xE0cDdTbIfmuYQbwLFqe5qb1aePUx+FGCkhEom+iIyMpFuXztiUVGVc3ZxLisfYqPNmpBaNjCUs3HOFsk7r8DkXqhA3bPOyN1GfCQgOo2u37kKHIhKJRApBTLpFohyQkpLCwYMH6dChA8WKFWP06NFoamqio6ND27ZtyZ8/P34XgoQOM8fEfv7MuBXr6DBqCtfuhdK1SmsuDvBmRpPhGOkYCh3eL1NSUmJBi7HoKGvSrUtXUlJShA5JJPrrSaVSevV0IOnTB3a2V0NF8vPDyrOipyHhZC9tAnppIktOoOOM/bSYsIcnr6NztJ2/ya7AECQSZTp27Ch0KCKRSKQQxKRbJPoNd+/exc3NjeLFi9O2bVvCwsJYtGgREREReHt7o6uri7q6Oj179uRY0FVSUlOFDvm3fIpPYNKajbR1m8TF2/foVMmOcwN2MNfOjSJ6hYQOL0cYaOiystVkrly9ypQpU4QORyT66y1cuJCjx46zra0axfRy77KlvokKESO1mVBXjcDgMMydNzBj23kSk/P257a8yWQy1vrdon27duTPn1/ocEQikUghiHO6/0Dfm8vs5ORETEwMvr6+ALx584bZs2fj5+fHq1evKFSoEJaWlri6utK4cWPgSyV0V1dXXF1dM23Lx8eHOXPm8PjxY1JSUihbtixubm707Nnzu/GFhYVRqlSpb7YfPXqU5s2bA3Dz5k369OnDo0ePsLW1ZcuWLeTL92W4cmpqKjVq1GDdunVUr179p9+H3xUVFcXOnTvx9PTk2rVrGBoa4uDggJOTExYWFpke83XN7tmD+tKgmmWOx5Tb4hMTWbB1J4HXb5GalkbHSs0YXscJk3zFhA4t16y+5MXcM+s4cuQILVq0EDockeivdOHCBRo0qM+Y2irMaSy/uYvvPktp5x3PpVdSjI30WTe8Oc2sv/3eEn3r9M0wGo/ZRUBAAA0bNhQ6HJHoj5PVHOLw8HAiIyPlEoehoSElS5aUS1uKLLtzulXkGJNIgYSFhWFjY4OBgQHu7u5UqVKFlJQUjh8/zpAhQ3jw4EG2zpM/f34mTpxI+fLlUVNT4/Dhw/Tu3ZtChQphZ2eX5bGnTp2iYsWKGc71Vd++fbG1tcXb25u+ffsyZ84cFixYAHzp9ahbt26WCXdOS0tL48SJE2zevJkDBw6QlpZGq1at2L9/Py1btkRNLes5hpUrV6Z6dWsOX7iUp5LuxKRkFnl543/lBimpKbQxb8xIm96UKfDnf8gOrNmNq6/u0K1rN65cvYKZmZnQIYlEf5XXr1/zT6cO1C6uwoxGOVM4LbsK6Ui46KzD4dAUHA9+wm68N53qlWPJoMYUL6gn11jymtWHbmJevhwNGjQQOhSR6K8SHh6OuXk54uPls/SplpYGISGh2Uq8lZSynhbk6OiIp6dn+n5BQUHUqlUr/fmkpCSKFi1KVFTUNzf0Dh8+zMKFC7l+/TppaWlUrFiRIUOG4OTk9EuvK7eISfdfavDgwSgpKXHlyhW0tf+3bnLFihXp06dPts/z37vYw4cPZ8uWLZw/f/6HSXeBAgUoXLhwps+FhITg5eWFmZkZ3bp14/DhwwA8ffoUDw8Prl+/nu0Yf0doaCibN29m27ZtvH79mkqVKjF37lx69OiBkZHRT52rb99+DBo0iLdR0RjlV+wiY0kpKSzbuZfjF6+QlJpCi3INcLPpQ7mCf09Pj0RJwrLWk2jrNYi2bey5fPUKenrixbZIJA/x8fG0bdMK5cRo9vRQz/F53NnVupwq792UGXYsiQ0XH+F35QmznOozrF01VFWUBYlJkb2K/ITvxUcsXbrshxfZIpEoZ0VGRhIfn8j48QUpWTJ3V2EID09m7tz3REZGZivpjoiISP+7t7c3U6ZMITQ0NH2bpqZm+t9LlCjB5s2bMyTd+/fvR0dHh6ioqAznXbFiBa6urowdO5bVq1ejpqbGgQMHGDhwIHfv3mXhwoW/8zJzlJh0/4WioqI4duwYs2fPzpBwf2VgYPBL55XJZJw+fZrQ0FDmz5//w/3t7e1JTEykbNmyjBgxgk6dOqU/Z2FhwcmTJzE1NcXf358qVaoAMHDgQNzd3dHVzb01nz9+/Ii3tzeenp4EBQWRL18+unfvTu/evbGysvrlC4muXbsyys0N38BzDOhgn8NR54yU1FRW7vbh8LlLJKUk09TUhlH1nKlQyFTo0AShp67DBvtZNPZwpEnjxgRduoSysnihLRLlJqlUipNjL+7fvcOF3hoU1hG2/IxEImFVS03G2khpszOeUetOs+nYbda52lG3UglBY1M0G4/eQkNDI8spZiKRKHeVLKlGWTP5jg76kX93sunr66OkpPTdjjdHR0eWL1/O0qVL05NxDw8PHB0dmTlzZvp+L168wM3NDVdXV+bMmZO+3c3NDTU1NVxcXOjcuTM1a9bMpVf1c8Sk+y/0+PFjZDIZ5cuXz5Hzffz4kWLFipGUlISysjKrV6+madOm391fR0eHxYsXY2Njg0Qi4eDBg3Tp0oUtW7bg4OAAwMaNGxk8eDALFy7ExsaG8ePHs3XrVrS0tKhevTp2dnY8efKErl27MmvWrCzji4+Px8/Pj9QfFDFLTU3l2LFj+Pj4kJycjJ2dHbt376ZNmzY5sg6inp4ezn37snnTRhxbNUdDXXHWgk1NTWWtz0F8Ay+QmJxEw9I1GV2vL1UKlxM6NEFFxcfQY88opDIp16/fYOzYsQp111Qk+hPNmDGDPXv34fOPJpaFFecmV0l9CbcG6uB1J5nBflHUG+GFY9NKLOhvS0EDLaHDE1xKahrrj9zGwaEn+vr6QocjEonyqGrVqlGqVCn27duHg4MDL1684OzZs6xatSpD0r13715SUlIYNWrUN+cYMGAAEyZMYOfOnWLSLRLO1+JiOTX0S1dXl+DgYD5//oy/vz8jR46kdOnS3y2gYmhoyIgRI9L/bW1tTXR0NO7u7ulJd8WKFTlz5kz6Ph8+fGDatGmcPXuWYcOGYWNjg4+PD9WrV6dmzZq0adPmu/GdPXuWLl26ZKuoWrly5Zg2bRoODg4UK5bzRcJcXFxYvnw5x4Iu065hvRw//8+SSqVs8D3M3lNnSEhOwsa4GmPq9cWqWMUfH/yHC34dQtfdI0iVprJz4mJef3iH26J5lC9fnr59+wodnkj0R1q0aBHTp09nRkN12purCh1OpnpUVqNLRRV6+ybidfoe+y88xL1fI/q1tEQi0DB4RXAw6BGvI2MZNGiQ0KFkysTEhOfPnwsdxl/H2NiYsLAwocMQ5TG9e/fGw8MDBwcHNm/eTMuWLSlYsGCGfR4+fIi+vj5FihT55ng1NTVKly7Nw4cP5RXyD4lJ91+obNmyKCkpERISQrt27X77fBKJBFPTL8OPLS0tCQkJYe7cuT9VtbRWrVps3Ljxu8+PGDECV1dXihcvTmBgILNmzUJbW5tWrVoRGBiYZdLdvHlz4uPjkUqlP4xDU1MzV+ehlSpVirZt27LH/wz29b/09AtBKpWy5fAxdp44TXxiIjVLWDC6Xl9qlsi8+vrfZtctPyacXIShfj72T1+FRZnyyGQyHr54xqBBgzAxMaFJkyZChykS/VECAwMZN24cEiXwe5zKQGtVCmor5sqmKhIJ2zpoMaFeGu28Exi47Dgbjt5i3fDmVDPLfMjkn27lwZvUqV3ru6t4CO358+e5sqKJKGvi3H7Rr3BwcGDcuHE8ffoUT09Pli9f/tPnkMlkCvX/TzG/zUS5Kn/+/NjZ2bFq1Sri4uK+eT4mJua3zi+TyUhKSvqpY27evJnpnSoAf39/Hjx4wNChQ4EvlcRTUlIASElJIS0t7Yfn19DQQEtL64cPefxyjhw5kucRb7h8NyTX2/ovqVTK9iMnaOkylk0Hj1Auf2l2dV3C3u4rxIT7/40/voixx92xNK1A0IrdWJT5Mg1DSUmJhQPH0qRqbdq1a8eVK1cEjlQk+nPcvXuXtu3aUdGqDv3HuHMjQkr1DfGERv74811I5gWVCR2qw+qW6jwIe0f1oZ4MW3mCmM/yqR6sKIIfvyUw+DnDXUcQFxdHoUKFaN++PQEBAWKiKxKJflqBAgVo3bo1zs7OJCYmZrp0q5mZGR8/fuT169ffPJecnMzTp08pW7asPMLNFjHp/kutXr2atLQ0atSowb59+3j06BEhISEsX76c2rVrZ/s8c+fO5eTJkzx9+pQHDx6wePFitm7dmj5MHGDlypXp634DbNmyhR07dhASEkJoaCgLFy5k+fLlDBs27JvzJyQkMGTIENavX5/eK2xjY8OqVau4desW+/btw8bG5jfeCfmzsbGhWjUrdvsHyLXd3acCaOU6jrU+ByltUJJtnRdywGENNsbV5BqHokqVptJ220C2Bx+ge+M2nHT3wChfgQz7qCir4DV+IVVMzGjRvAUhIfK/cSIS/WlevnxJ8+YtKFCoOKPnbKJZu15MXbWft4kq1NgYR2BY1vU4FMGg6uq8H6WFvZkyaw7dpKzjOrz87/01CecSn6uULFGcDh06oK2tzYIFC3j06BG2trZUqVKF9evXZ3qTXyQSib6nT58+BAYG0qtXr0yL2Hbs2BEVFRUWLVr0zXNr164lLi6Obt26ySPUbBGT7r+IVCpFReXLjIJSpUpx48YNGjVqhJubG5UqVaJp06b4+/uzZs2abJ8zLi6OwYMHU7FiRerUqcPevXvZvn17hjmvkZGRPHnyJMNxs2bNwtramurVq7Nr1y48PDwyzPP+asaMGbRu3RpLS8v0bcuXLyc4OJj69evTunVrOnbs+JPvhLCUlJRwcxvF1XsPePziVa635xt4nlbDx7J81z6K6xRhc8d5HO61noalayjUsBshvf0USY01nbgZEcLcvm6sHzETddXMC91paWiyb8oKihoY0rRJU3GOoEj0Gz5+/EiLFi1JSYOJi7zQ0v6yMkUFi1os3XkB1PVpui2erbeSBY70xzRVJfh21eaSsyaaSkk4zDtEQ7cd3H8eKXRouSriw2d2BoTgMtw1/RrD0dGRO3fu4O/vj6mpKYMGDaJ48eKMHj36j5rf6+np+csrvohEoqw1b96c9+/fM2PGjEyfL1myJO7u7ixdupSJEyfy4MEDnjx5wuLFixkzZgxubm4KU0QNQEn2t9yG/YsoKSllene9efPmmJqasnLlSgGikr/vvQ+KICUlhVKlTLAwKcmE3g4/PuAX+J0PYu2+g0R/+kRZQxNG1+tL87L1xET7P4LCb+K4bywSiRJe4xdiVz17Be4iot5jO9oRNR1Nzp0/T6FChXI5UpHoz/L582datGhJ8K3bzF53kBKlvl0tITExnlGOTXgd/pQp9dWY1lA9z3yGzT2XxIxzKaSkyRjVuSaTe9RBW1NxVq3IKZM2n2XZwVu8fPnqu1XLw8LCWL16NRs2bCA2NpY2bdrg4uJCo0aN5Pbz/N41wYsXL5g2bRpHjx4lMjKSIkWK0K5dO6ZMmUKBAv8b7WRiYoKrqyuurq7p2zw9PXF1df3taXk5bcCAAaxfv54lS5ZkiPe/PD096d279zfbExIS0ldt8fLyYty4ccTFxeHs7MyCBQvS9wsLC6NZs2Zcu3YNPT29TNtQ5GuxvCoxMZFnz55RqlSpDKvr3Lhxg2rVqsl1ne7r169jZWX1U8dm9XujpKTE/v37M605FRMTQ758+QgICMhQN+rgwYMsXLiQGzdukJaWRsWKFRkyZEim/7dzw/d+Hv8lFlL7C0RHR3Px4kUCAwMZOHCg0OGIAFVVVYYNc2Hy5EkM7GBPfv3Mv6x+xcnL11jp7cOH2FhK5y/BbHs3WpVviERJHNjyX5uu7WFW4GqKFjDiwIzVlC9ZOtvHFslfEL9Z67Ad7UiL5s0JCAz87kWHSCTKKC4ujpYtW3Hj5k0mL/XONOEG0NDQYvnO88wa2YMZZwN4FCVjc1sN1FUUP/EeX0+dIdVV6bA7gQW7L7Pt1F1WDWtG2zpl88yNgx9JSEphrd8tnJ37ZrlMmImJCe7u7kydOhUvLy9WrFhB48aNqVixIsOGDcPBwQFtbW05Rv7F06dPqV27NmZmZuzcuZNSpUpx7949Ro8ezdGjR7l06RL58+eXe1wpKSmoqv5a9X5fX18uX75M0aJFs7W/np4eoaGhGbZ9TRwiIyPp27cvnp6elC5dmlatWtGwYUNatWoFwKBBg5g3b5743acgDA0N0dLSYO7c93JpT0tLA0NDw58+zsnJCScnp0yfy+oGjYGBQabP29vbY29v/9NxyJvY0/0H+u9dxfbt23P16lUcHR2ZNWvWH/Nl/yOKfnc1Ojqa4sWK0aVJQ5zbtvrt8wVev8mynXt5H/ORkgZFGFXXGXvzxihLFGedW0XicmgmviGnqFepGjsnLSG/7q+tK3v7aSjNxvWhskUVjhw9iq6ubg5HKhL9WeLi4mjVqjVXrl5lylJvylW2ztZxHksmc2TPBmoWV+ZgV00MtfLOjcTAsFS67kvk7WcpLWqUZuXQZpQuYiB0WL9tvV8wA5cd5/Hjx5Qunf2bljKZjMDAQFasWMGBAwfQ09PD2dmZIUOGUKpUqVyJNbNrghYtWnD37l0ePnyIpqZm+vY3b95QpkwZevXqxZo1a2jYsGGGZUy/voavPXbe3t64urry4sUL6taty+bNmzMUh928eTPu7u48e/YMExMTXFxcGDx4MPClt7hUqVJ4e3uzevVqLl26xJo1a7C1tWXo0KGcP3+e5ORkTExMWLBgAS1btvzua3z16hU1a9bk+PHjtGrV6pue+f/6UU/9lStXsLe3582bNwB06dIFa2trRo8ezY4dO/D29ubAgQPfPT8o/rVYXpRVz2p4eDiRkfKZ0mJoaEjJkiXl0pYiE3u6Ren2798vdAiiTOTLlw+n3r3ZuX07Di2bof6Ld7Uv3rrLIi9v3kZFU1SvEItajqdDxaaoSMRf78wkpiZhv3UgIe+fMKB1Fxb0H4Oqyq+vB1yldDkOzFiN/eRBtGjenCNHj4p3/UWi74iPj6d16zZcuXqVSYt3ZjvhBugzYibFS5mxccEYamyI57iDJmUL5I2big1NVHg9Qovx/sksuxKGeZ8NTHaow+jONVFXy5uf1TKZjKX7r9OubdufSrjhSyLWqFEjGjVqlD70fOPGjSxevDh96LmtrW2udhJERUVx/PhxZs+enSHhBihcuDA9evRIT4R9fHywsLCgf//+9OvXL8O+8fHxLFy4kG3btiGRSHBwcGDUqFF4eXkBsGHDBqZOncrKlSupWrUqN2/epF+/fmhra+Po6Jh+nrFjx7Jo0SI2b96Muro6/fv3Jzk5mbNnz6Ktrc39+/fR0dH57uuRSqX07NmT0aNHU7FixWy/D58/f8bY2Ji0tDQsLS2ZOXMmVatWBb4sMRsfH8/NmzcxNjbm6tWr9OnTh6ioKKZMmUJAgHwLwop+rGTJkmIirKDyzm1ikegPNHz4cKJjYzl56epPH3v1/gP+GTeVMSvWQrKE+XajOd9/F/9UbiEm3N/xPOY1Ndd04uGHZywfMomlgyf+VsL9Vc3yFhyauZa7t+/Q3M6Ojx8/5kC0ItGfJS4ujjZt7Ll8+QqTFu/A3KLGT5+jWbueTFmxj4h4ZapviOfcc8WvbP6VRCJhflMNwodrUdVIxpQt56jQdyMnrz8TOrRfcuDiI0Kev2ekm9tvnefr0POXL1+ybt06nj17RpMmTahUqVJ6BeLc8OjRI2QyGebm5pk+b25uTnR0NO/fvyd//vwoKyujq6tL4cKFKVz4f2uxp6SksHbtWqytrbGysmLo0KH4+/unPz9z5kwWLVpEhw4dKFWqFB06dGDEiBGsW7cuQ3uurq7p+xQtWpTw8HBsbGyoXLkypUuXpnXr1tSvX/+7r2f+/PmoqKjg4uKS7fegfPnyeHp6cvDgQXbu3ImGhgY2NjY8evQI+NI5sGXLFnr16kWNGjXo1asXdnZ2jBo1imHDhvHs2TOqVq1KpUqV2Lt3b7bbFYn+RuKVuUgkIDMzM+zt7dlx4jTN69REJZMlEf7rZugj5m/Zwat3kRTQMmBW0xF0rdIKdZU/r0BPTjr95BIDDkxGTU0Vv9nrafALF/xZqVG+Cn6z1tN68gCaNG7C8RPHBZkLKBIpoo8fP9KyZStuBgczYdF2zC1+vaJsJas6LNlxnjG9m2K7NRbPtpr0qPL7N8/kpZCOhEt9dTgYmoLTgViajfOmc/3yLBnUmGKGeWN6ilQqY/KWCzRpbEvdunVz5JxaWlr069ePvn37cubMGZYvX86QIUMYN24c1tbWP93rLZFImDVrFtWrV/+leL4Oif5Ru1paWpQpUyb930WKFOHdu3cAvH//nhcvXuDs7Jyhhzw1NfWbOfDW1hlHfbi4uDBo0CBOnDhBkyZN6NixI1WqVMk0huvXr7Ns2TJu3LjxU+9TrVq1qFWrVvq/bWxssLKyYsWKFSxfvhz4MkWxffv26fsEBgZy584dVq5ciampKTt37qRw4cLUqFGD+vXri0VFRaLvEHu6RSKBTZkyhfCIN/hfuZ7lfnefPKP7pJm4LFhO3KdkpjYeStCg3ThatRcT7h9YfnEbfXzGU7xQYYKWe+d4wv1VNbOKHJuzkbDHT2jYoAFv377NlXZEorwkMjISW9vG3L5zl6nL91Cxau3fPqdRMWPW+t7AsKgJDvsTmHEmKc/NG7Uvp0rkKC0GVlPF98JDyjqtY8m+K6SmSYUO7Yd2nwnh7rO3zJw1O8fPraSkRMOGDfHx8eHp06cMHjwYQ0NDChQo8NOPrOZXmpqaoqSkxP379zN9/sGDB+TLl++HhaL+W/Ds33OYpdIvP8sNGzYQHByc/rh79y6XLl3KcNx/C8n17duXp0+f0rNnT+7cuYO1tTUrVqzINIZz587x7t07SpYsiYqKCioqKjx//hw3NzdMTEyyjP/fJBIJ1atXT+/p/q+kpCQGDx7MunXrePz4MampqTRo0IBy5cphZmbG5cuXs92WSPS3EXu6/0DGxsZ/TbG0rBgbGwsdQrZUq1aNVq1aseXICZrUtEZZkvFeWGhYOLM3b+PZ6zfoqeswoeFAHK3ao6n6/YsJ0RdSqZT+vpM48eg8zazrsnWcO3pa358TlxMsypTn5PzNtJzYj3p163Ly1Kk8839RJMppERERNGnSlNcRb5m+yodSZbM/1/RHNLV0WOl9kRmuXZkaeJZHUVI2tskblc2/kkgkrGmtybi6UtrsjGfk2tNsOnqbda7NsalUXOjwMpWaJmXqtou0atkyQy9pbjA2NmbOnDm5cu4CBQrQtGlTVq9ezYgRI74ppObl5UWvXr3Sr6fU1NRIS0v7qTaMjIwoVqwYT58+pUePHj8dY4kSJRg4cCADBw5k/PjxbNiwgWHDhn2zX8+ePWnSpEmGbXZ2dvTs2fOnlk2SyWQEBwdTuXLlTJ+fOXMmLVq0wMrKips3b5Ka+r/pHSkpKT/9/ohEfxMx6f4DhYWFCR2C6CdNmzaN6tWr43/lOs1qfRkK9+TlK2Zt2saTl6/RUtVgTL1+OFl1QEddS+Bo84bPyfG02tKPp1EvGNHRiZlOw1HOxvD9nFC+ZGlOuXvSatIAatWsxWG/w1SrVk0ubYtEiiIsLIwmTZry8XM8M9f4UszYNMfbkEgkTFu+mw2LJrBjnwfPY6T4dtUiv2beSbwBjA0k3B6kw/ZbyQw+GkXdEdvpbVcZ936NMNRXrM/87afu8vBFJDt9Zwodym9buXIlderUwc7OjlmzZmVYMqxYsWLMnv2/nnwTExPOnj1L165dUVdXz/ZSSdOmTcPFxQU9PT1atGhBUlIS165dIzo6mpEjR373OFdXV1q0aIGZmRnR0dGcPn36u/PPv/bs/5uqqiqFCxemXLn/LcfXq1cvihUrxty5cwGYPn06tWrVomzZssTGxrJ8+XKCg4NZtWrVN23cu3cPb29vgoODgS/zwSUSCZs2baJw4cI8ePDgl4fyi0R/A3F4uUikAKytrb/0dvsdJ+xVBP1mLaD39Pm8ehPJCBsnLg/ey9DaDmLCnU0P3z+j5ppOhH+MYKPbLOY4j5Rbwv1V6SIlCFy4jeIGBalfvz6HDx+Wa/sikZAuXbpEjRo1iU9KZVYuJdz/1s9tDs5ucwl6KaXGhjieRCn+EO3MOFioETlKi26VVNh26i6mjuvYcCQYqVQxhs4np6Qx3SuIjh06YGVlJXQ4v61s2bJcu3aNMmXK0KVLF8qUKUP//v1p1KgRQUFBGepyzJgxg7CwMMqUKUPBggWz3Ubfvn3ZuHEjnp6eVK5cmQYNGuDp6fnDpdHS0tIYMmQI5ubmNG/enHLlyrF69epffq3wZTmpiIiI9H/HxMTQv39/zM3NadasGa9eveLs2bPUqJFxCpZMJqN///4sWbIkfRi8pqYmnp6ezJgxA2dnZ1auXEmxYsV+Kz6R6E8mrtMtEimIa9euUb16dSRKEtSUVelfvQv9anTBQCNvFNZRFH4PAnHxm4muljZ7p66glrmFoPHEJybguGAcRy6fYcWKFelrs4pEf6pdu3bh5OREmfKWjJnngZ5BgR8flENuXT3LPLfuaCmncaibJjYl8+6AvnvvUmnnncjjKCnWZkVYP8KOqqaFf3xgLlp76CaDV5zgzp07P7UslSIQ14sWhvi+57zsrgstko/s/jzEpFskUiA1qtfg7q3bnO+/i0I68rtQ/VPMDVzHuqs7MTc2xWfaSkoUFPYC9au0tDTGblzIqgNejBo1ivnz5yORiAONRH8WmUzGzJkzmTp1Kg2ad2Lw+EWoqqnLPY6IF08Z28eOpPhPbG2vSddKeaeyeWZWXklinH8K8SlShratxkyneuhry/9COyEpBVOnDTSya8327V5yb/93icmfMMT3PedlleSFh4cTGRkplzgMDQ3FNcERk26RKE8KDg6matWqLGg+hq4WrYUOJ8+QSqU47BnFubBrtK3TmE2jZqOtoXhD8Vf6bmfMhgV07NCRLVu3oKWleDGKRL8iMTGRtm3bcuLECbr1H0snJ1dBC3rGf47FzbEJb1+HM6uROhPqqeXpAqPxyVK67E3g6BMp+XU1WTq4Md0aVZDra1rqc5VR6wMJCQmhbNmycms3p4jJnzDE9z3nfS/JCw8Px9y8PPHxCXKJQ0tLk5CQB9lKvH/0WeXo6IinpycAAQEBLFq0iMuXL/Pp0yeKFSuGtbU1Q4YMoWTJkj+cmjF16lSmTZuW3Zfx28SkWyTKo7p26cq5E4Gccd6Ohor8e4nymuj4WFpu7cvLj2+Y2H0gE7oPVOhe5IMXT+O0YBzlypfDZ//+H355iESK7sWLF7Rt155bwcGYVbRi9rqDCpHgSqVSpg7rxL0bF3G0UGV9Gw3UlIWP63dcfZVKh92JvIyV0qBKSda4NMPcOHsFvX7H54Rkyjiup3W7zmzy8Mj19nKDmPwJQ3zfc973krwbN25QrVo1Fi7sjqmpUa7G8PjxW0aN2sH169ezVd/hzZs36X/39vZmypQphIaGpm/T1NREX1+f1atXM3ToUHr27ImjoyOlSpUiIiKCq1evsnXrVq5cucL79+/Tj1u4cCHHjh3j1KlT6dt0dHTQ0cndlWr+LbtJd96d7CQS/aGmz5hOhb0V8Ao+iLN1Z6HDUWi3I0Lp4j2cFGkq28cvpGO9ZkKH9EP2dWw5s3g7XWaPwLqaNTt37aRZM8WPWyTKzJkzZ+jQsRNxaRI0ytflwZ0z7PVcSufeI4QODYlEwsxVPqxzH8PW/VsJi5Gxv4sm+fJYZfN/q15MhRcjdJh9NolZ519Spf8mRv9Ti0k96qClkXvD6FceuE7050QmT5mSa22IRKKcYWpqRMWKirXkYOHC/5vup6+vj5KSUoZt8KWn3tXVFVdXVxYvXpy+vVSpUtSpUwcXF5dvjtPR0UFFReWbcykixe0OEon+UuXKlaNXr16svOxFXHK80OEorN13jtLOaxA6WloELNqaJxLuryqXMuPCkp0YFyhMixYtmDRpElJp3qy2LPo7yWQyli9fjm3jxiTqFqNgzyUUbDMa9RKV2bl+PpcCjwgdYroBY9zpM2IWF16kUXNjHE+j8/7v2sT66kSM1KJeSQnzvS9h1ns9By8+ypW2PsYl4r7nKv369cfExCRX2hCJRKJ9+/aRkpLCmDFjMn1eEUZQ/Q4x6RaJFNC0adP4mPiJjdf2CB2KQpp0cimjj87Hokx5glbspqppBaFD+mkxn2O5G/YIbW1t5syZQ8uWLeVW/EQk+h1xcXE4OjoxfPhwtK3aYNh5Bspa+gAU6joTFT1Dlk4bTNjj+wJH+j+t/unL+EU7CP8kofqGOC69TBU6pN9moCHhtKM2J3tqkpwQR9up+2g9aQ/PImJytJ0l+66SkJzGxIkTc/S8IpFI9G8PHz5ET08vQ6/1vn370oeL6+jocOfOHQEj/D1i0i0SKSBjY2OGDhvK6is7iPj0/scH/CVSpam02z6YLTd86NKwJSfdN1M4f+7PZ8xpqampNHBzQKIsoXfv3nTv3p3z589jaWnJuXPnhA5PJPqua9euYWFZlR27vDFsM4r8tn1RkiinPy+RqGDUaylSlJg9sgcfoxXnRlLVWo1YuC2QJIkWDTzj2XMvReiQcoRtKRXejNRidB01Tl5/Rvk+G5jtdZGk5N+/sfAhNoHFPtcZPHgIRYsWzYFohWNsbIySkpL4kPPD2NhY6B+9KA/5b2+2nZ0dwcHB+Pn5ERcXR1pamkCR/T4x6RaJFNSUKVPQ1tFm3pl1QoeiEN59/kCtNZ258eoes/uMYNOo2WgIsBxRTrCfPIj3MVF07NiRfPnyYWpqSr9+/VBRUaFBgwaMHz+e5ORkocMUidKlpaUxe/ZsatWuzet4JYwcl6FdoWGm+6poG1Cg8wxiot4zf1xvUlIU5/9yMWNT1vhcx6BgMf7Zm8D880l/RJEniUSCe1MNng/XwqKQjMlbzlKx70ZO3Qj7rfMu3HMZKRLGjh2bM4EKKCwsDJlMJj7k/AgLCxP6Ry/KI8qWLcvHjx8zFF3T0dHB1NT0j7h5IybdIpGCMjAwYPbcOfjcO8H1V3eFDkdQV17cot6G7nxKiWPv1OWM7NQ7z87tcffeSMCtyzRo0CDDsjv6+vr06tWLRo0asWDBAqytrbl3756AkYpEXzx79oy69eozefIUtKt3pGB3d1QLZF2kR6OYOXq2/Qm9c40NC8crVGKro2fA6n1XMbeoyTj/JPodSiQlTXHi+x2FdSRc6afDvs6afIiJpenYXXSdfYDXkZ9++lzh7z6ybP8NXFyGU6hQoVyIViQSif6nU6dOqKqqMn/+fKFDyRVi0i0SKbA+ffpQ1cKSqaeXI5Xl/eI/v2Lz9X108R5BAQMDzi3dQcuaDYQO6ZddvHeTGdtWYmpqSoMG374OiURCvXr1cHZ25t27d1hZWbF06VKxyJpIEDKZDA8PDypXqcLNB08o1G0O+er3REk5ewuf6Fm1RKtSY04d9OLoXsVaZkoikTB77QGatOmBR3AKzb0S+Jj4ZyTeAO3NVfkwSot+Vqr4nAulrNN6lvlcJTUt+58lo9YFom9gwLhx43IxUpFIJPqiZMmSLFq0iGXLluHo6EhAQABhYWHcuHGD5cuXA6CsrPyDsygucckwkUiBKSsrs2zFcurXr8+eO8foUqWl0CHJ1Ui/Oey9dxybilbsnLgYQ/18Qof0y2I+x2I/eSDaOjp06NAhy576IkWK4OzsjL+/PyNGjODAgQNs2bKFkiVLyjFi0d8sPDwc5759OXXyJDqVGlOoSX8k6to/fR7Dlq4kv3vGpqWTKW5iRpXq9XIh2l83eMIiipcqy/aV06i5MY5jDlqYGPwZ/RESiYT1bTQZX1eK/c54XNf4s/HobdaPaE7tCsWyPNb/Rhh7zoawdetW9PT05BSxSCTKCY8fv82zbQwbNgxzc3MWL15Mp06diI2NpUCBAtSuXZtjx45RuXLlXGlXHpRkijTmSyQSZapb1274HznJGeft6P7ChW9ek5iaRLttg7n37hF9W3Zm8cBxqKrk3hq08mA5oC2PXj2nb9++FClSJNvHPX36lEOHDpGSksKcOXMYMmRInr7TK1JsMpmM9evX4zZqFCnKGhg0HYJmmeq/dU5pajIRa3qjqiRlwebjFC1ROoeizTnXL5xiwXhH9FSl+HXXokaxP+93bEtwMsOOJfMpSYpz8yrM79eIAnqa3+yXkpqG5aAt5CtahnPnL+TZqTwi0Z8qMTGRZ8+eUapUKTQ0NNK3h4eHY25envj4BLnEoaWlSUjIg7++Q+B7P4//EpNukSgPePHiBeXMyuFYpR0TGw0SOpxc9eJjBG22DiA6IZbFg8YxoHVXoUP6bYOWTsXzxH7atGmDlZXVTx+fmJjI6dOnuXbtGlZWVmzcuBFLS8ucD1T0V3v27Bl9+jgTGBiATpVm5LN1/qXe7cykfnzLm02DMSpcjPkex9DWUbze0xdhD5nQtwWpiXHs6KhJB/O8faMvM8mpUhx9E9kbkoaOphoL+tvSp3kVJJL/JdZL9l1h1PpArl+/Ln7OiEQKKKskLzw8XG7LjxoaGv71CTeISbdI9MeZOXMmM6fP4FSfLZTOX0LocHLFmadX6Os7EVVVFbwnLaGRZS2hQ/pte84cw9F9LJaWltjb2//WuV68eMGRI0d49+4dw4YNY8aMGeLQT9Fvi4uLw93dnXnz3VHS1EO/2VA0S/38zaEfSXhyjcj9M7Go3oAJC7cp5IiNTx+jGdXLlsh3Ebg3Vcetttof2dN7920q7bwTeRItpXq5Iqx3bY6lqRFvoj5Trs9GHHr1ZtXq1UKHKRKJMpHdJE8kH2LSLRL9YRISEjAvVx5T9WJ4dvzzKjuuCtrOwvObMC5cDN/pqzAtlveXh3gW8RKLAW0pYFgAZ2dnVFR+v4xGWloaly5d4ty5c+jr67NkyRK6dev2RyYGotwlk8nYtWsXbqNG8/bdO3Ss26Jf6x8k6lq51mbMRW8+nttGux6D6TV0Sq618ztSU1OZNKgdD+9eo381VVa11EBF8mf+fi27lMSEgBQSUqS4tLPmbXQcJ2+/4eGjx+TPn1/o8EQiUSbEpFuxZPfn8WdUCxGJ/gKamposXLwI/8dBBDy5JHQ4OUYqlTJg/2Tmn91AQ8uaXFi2849IuFNTU2ng5oBEWUKXLl1yJOGGL8X1bGxsGDRoEIaGhvTo0YPq1atz9uzZHDm/6O9w/fp16tjUpXv37sTqGFPYeQ35GjjlasINYFCnC5qmNfH1Wk3Akd252tavUlFRYd6GwzRq1YUN11NouSOB2KQ/s39ieC113rtp0aKMMisPXGdXYAhz5s4TE26RSCTKYWJPt0iUh8hkMmwbNeLFvTBOOHmgppy35xx+To6n9Zb+PIkKx6V9L+b0GaGQQ05/Rcvx/Qi4dZkePXpgamqaa+2EhYXh7+/Py5cvadOmDfPnz8fc3DzX2hPlbWFhYYwYORLf/fvRKGSCnm0/NI0t5BqDVColYuNAZLHvmLX2AOUqVZNr+z/Dd/tqvNbMoFwBCUd7aFFS/8/sq0hJk1FpXSIYlOR+SOgf8zksEv2JxJ5uxSL2dItEfyAlJSWWr1hBWPRLVl/aIXQ4v+XJh3Bqre1MWMwr1rnOYH6/UX/MhZ6790YCbl2mQYMGuZpwA5iYmNCnTx86duzIhQsXqFy5MgMGDODNmze52q4ob4mMjGTEiBGUK1eO02fOgpIE1RKV5Z5ww5elrIr0WoqSqjpzR/ci8t1ruceQXe0cBjNm3hYexyhhvT6O66/ThA4pVyy5lMzjD6ns8t7zx3wOi0QikSIRk26RKI+pXLkyY8aMYcWlrTyKDBM6nF9y9OFZ7Dz7oKwi4cR8D3o1ayd0SDnm4r2bTN+2ElNTUxo0aCCXNpWUlKhUqRKDBg2icePGbN++nTJlyjB58mSioqLkEoNIMcXFxTF79mxKlynDuo0baTV4OPP8g6hkU59PN/xIiXolSFwSDS0Kdp9P3OdY5o7qRVJivCBxZEf1enbM33yKODSouzmOAw9ShA4pR4XFSJl2NgUXl+FUrVpV6HBEIpHojyQOLxeJ8qCEhAQsKlfBIFmLvd2WI1HKO/fP3M9sYPUVL8qVKI3PtJUYGxUVOqQcE/M5FtNeTVFWU2XgwIFoan67Bq48JCQkcP78ea5du4aqqiouLi6MHDkSQ0NDQeIRyd/Hjx9Zt24di5cs4cOHDzTq4UirgS7o5S8AQNzHGIbXtkTDxIqCHScLFmfc/TNE+S2idqM2jJy5VqELAsbGfMCtly1R79+y2E6d4TXzfmVzmUxGm11JBH/KR0joI3R1dYUOSSQS/YA4vFyxiMPLRaI/mKamJhs9NnH1xW223vQVOpxskUql9Nw9ihWXttGyZgPOLN7+RyXcAA3depKQnETXrl0FS7jhy/+Ppk2b4uLigqWlJQsXLqRkyZK4uLjw/PlzweIS5b7Xr18zduxYSpQsyaTJkzGr24jZx87SbcL09IQbQFvfgAb/dCf+8WUSX9wVLF7tCg3QtrLngv8B9m1ZLlgc2aFnUIA1PtcxrVCVEceTGHo0kVRp3u638LqTgt/DZFauXism3CKRSJSLxJ5ukSgPGzBgAF5btuPfZwvF9IyEDue7PiZ+ooVnX158jGB8twFM6jEIieTPuuc3aOlUPE/sx97eXqGGaEqlUhYsWEC+fPmIj4/n8+fPdO3aldGjR2NhIf/5vKLc8eDBA9zd3dm+fTuqGho06NqLJr36kM+o8HePSU1NZah1BdAtTGHHJSgJOGLmjdc4kl7eZdx8T2rUby5YHNm1dNoQzh3fh52pCrs7aaKrnvd6vCM+Sam4NpHm9p3YsXOn0OGIRKJsyqpnNTw8nMjISLnEYWhoSMmSJeXSliIT1+kWif4CHz9+pEJ5c8ppG7Ol43yFHOp47+1DOu8cTlJaMhvdZtO5geJfUP+sPWeO4eg+FktLS+zt7YUOJ4MLFy5w6tQplixZgoWFBYcPH2bnzp1ERETQrFkzxo4dS6NGjRTy/44oa1KplKNHj7J8+QpOnDhOvkJGNHHqR4MuPdDS1cvWOfy3e+I1YyIFWruhU7FRLkf8fVJpKhFr+yJJ/sz8jUcxNlX8Cvz7tixj1/q5mBt+qWxeXC/v3EiUyWS09U7iSpQu90JCKVCgwI8PEolECuF7SV54eDjlzM1JjJdPjQwNLS1CQ0J+KvF2cnIiJiYGX1/fDNsbNmyIpaUlS5cuzbDd19eX9u3bI5PJWLRoETNmzCAiIgItrYzLWyYmJlK4cGGmTJnCyJEjf/Ul/ZLsJt05s3CsSCSSq+TkZPbs2UObNm1Yv3EDrVu3Zvedo3Sp0lLo0DLYd+8EY47Nx0BHj6PTNlLNrKLQIeW4ZxEvcV40ESMjI1q2VKz3H74k3WXLlqVmzZooKSnRuXNn2rdvj7+/P15eXjRu3JiKFSvi7OyMg4MDBQsWFDpk0Q/ExMSwefNmVq5axdMnTyhd2QLn+Uup0coeVTX1nzpXYwcn/NauICZwM1pmdZCo/tzxOUUiUcHIcSlv1vdjllsPFm05iZ6BYieCHR2HU8y4LEsn98N6fRxHe2hRtUjeqPy9404qh0KT2b9/o5hwi0R/iMjISBLj49GbMBuVkqVyta3U8GfEzplIZGSk3Hq7e/Xqxfjx49m3bx89e/bM8Ny+ffuIj4//ZrsiEZNukSiPuXbtGr179+bBgwdcvnyZVq1a4djLkem7V1LPpBpFFWSY+bRTy9l80weL0uXZO3U5RQsUEjqkHJeamkoDNwckyhK6dOmCiopifaRevXqVhIQE+vTpk6EnW0VFBTs7O5o1a8bVq1c5ePAgY8eOZcyYMdjb29OnTx/s7OwU7vX8zWQyGUFBQWzdupWt27aRkpKCdfPWdJu7hNIWVr81UsF5/mIW9e7Bp2sH0K/9Tw5G/XNUtA0w7DydyF0TmD+uD9NW7EFVVU2weLKjVsOWzNl0nCkD22DjEcfuzpq0NlMVOqwsRXySMux4Ct26dqVdu3ZChyMSiXKYSslSqJop/mihn1WwYEHatGmDh4fHN8m1h4cH9vb2Ct1xkHfGQuUhJiYmKCkpiQ+BHyYmJkL/V8hRiYmJjBs3jpo1a6KqqsrVq1exsrICYOmypega6DLm+AKEnjGSKk2lo9dQNl3fS+f6zfFf4PlHJtwAbSYN5H1MFJ06dcLAwEDocL5x9uxZjI2NqV+/fqbPKykpUaNGDWbNmsXBgwcZNmwYd+7coXXr1pQoUYJx48Zx965wRbZEEBISwqRJkyhdpgw2NjbsPXiIZs6DWBB4hf6LVlLGstpvTw2oaNOAEuYV+BjkTVpcTM4E/os0ildAz7YvD25fYdOSSYLGkl2lzSqxcu8VNA0KYb8zgRWXk4UO6btkMhkDjySjqqXPipUrhQ5HJBKJfoqzszNnzpzh2bNn6dvCwsIICAjA2dlZwMh+TEy6c8Hz58+RyWTiQ+DHn1Sl+eLFi1haWrJkyRJmzpzJ5cuXsbS0TH/ewMCAjR6bOPP0Ct63/QSLMzIumtpru3D15W1mOA1n8+i5aKr/mctZzN+1gcDbV2jQoAGmpqZCh/ON27dv8/nzZ3r37p2tonUGBgb8888/bNmyBU9PT+rUqcPq1aupXLkyFStWZPbs2Tx58kQOkYueP3/OuHHjqGplRYUKFVi6YiUlrWszZtse5gdcpu2wkegXzNkbWYOXr0eWlkrMea8cPe+v0LNqjVZFW07s38rRfZuFDidbDPIXZPW+a5Qub4HLsUSGH00kTQErm++4k8rBB8msXb9BHFYuEonyHDs7O4oWLYqnp2f6ts2bN1O0aFGaNWsmXGDZICbdIpECi4uLw9XVlbp162JgYMDNmzeZMGECqqrfDl9s0aIFvXv3ZnrgKl5+fCP3WK+/uovN+q58TP7E7inLGP2P8x9bnOvivZvM2L4KU1NTGjRoIHQ4mfL396dIkSI0btz4p45TUlKiXLlyjB49msOHD+Pu7k6xYsWYPXs2pqamVK9encWLF/Py5ctcivzv9ODBA+bMmYNltWqYmJgwf/584pXVGLJyI4sv3sRp9gLK16yTa1X/jYxNsGxoy+fgYyRHhudKGz/DsNUIVAuVYuPiidy5dl7ocLJFTU2NBZuPU7dJO1ZcSabtrgQ+JytO4v3vYeXt27cXOhyRSCT6acrKyjg6OuLp6YlUKkUmk7FlyxacnJxQVlbsmhpi0i0SKaiAgACqVKnCunXrWLhwIRcuXKBChQpZHrNkyRLyG+bHxW8WqdJUOUUK228eoPNOF/Lr6XF28XZa1xKuCnJui/kci/3kgejo6NChQweFvLEQGhpKbGwsTk5OvzUvW01NjXr16jFjxgz8/PyYOXMm2trajBs3jhIlSlCxYkVGjhzJsWPHiJdTtdQ/RWpqKpcvX2by5MmUq1ABc3NzpsyaTahuAfQmzkFZTR0jk9JUa9bip4uj/aq+C5ejrKpKTMAmubT3I4V7LkJZQ4f543rz5mWY0OFk28iZa+nSbzTHHqdi4xHP609SoUNCKpPheCAZDd184rBykUikcPT09Pj48eM322NiYtDTy7gaR58+fXjx4gWnT5/G39+f8PBwevfuLa9Qf5mYdItECiY2NpZBgwZha2tL8eLFuX37NiNHjszWHTx9fX12eu/ixut7LDovn2GZo47OZ+LJxViXq8zFFd5UKmUml3aF0tCtJwnJSXTt2hVNTU2hw8nU8ePHMTQ0pEWLFjl2Tk1NTZo0acK8efM4cuQIM2bMoHTp0uzYsYMWLVqQL18+bG1tmTdvHqdPnyY1VX43ffKCtLQ0rl27xoIFC2jRsiX6+fNTq1Yt5i1bTniJMujPXEIBH3/0p7qj2bgFkrLluXrsEKnJ8psfrKWjR2MHRxKeXichLFhu7X6PREWNQj0Xk5SczCy3HsTHfRI6pGz7p48brjPX8+CDjGrr47j1Jk3QeJYEJXPySTJbtnmJw8pFIpHCKV++PNeuXftm+9WrVylXrlyGbWXKlKFBgwZs3rwZDw8PGjZsSJkyZeQV6i8Tk245evPmDcOGDaN06dKoq6tTokQJ2rRpg7+/f/o+X4uw7dq165vjK1asiJKSUoZ5DAA3b96kc+fOGBkZoaGhgZmZGf369ePhw4fp++zbt4+aNWuir6+Prq4uFStWxM3NLdM4mzVrhrKyMpcuXfrhawoNDaVRo0bpbZcuXZpJkyaRkpKS5XGZFZsbN25c+vNRUVG0adMGHR0drKysuHXrVobjBw8ezKJFi34YX15z7NgxKlWqxLZt21i5ciUBAQGULVv2p85Rp04dZs2axapL2zkX9u0HWE5JTk2mlWc/vG/70atZO47N3UhB/fy51p4iGLBkCqEvntG6dWuKFCkidDiZevbsGdHR0fTq1SvTaQg5QUdHh6ZNmzJx4kT279/Pzp07GTJkCMnJyUyaNInGjRuTL58+TZs2YebMmQQGBpKQkJArsSiquLg4AgMDmTdvHq3b2GOQvwDVq1dn/JQpBL6PRtLFkXwrPMm/7xT642aiYdMQpX/VP9Ds2J3Ez5+5HyTfodX/jJ2Cho4u0f4bkEmFTRQBVA0Kk7/tON68DGPxlEGkpQkfU3bZNLZnzoZjfExVp7ZHHEcfZf29mFtuRqQx/nQKbm5uNG3aVJAYRCKR6KuPHz8SHByc4dG6dWuePHnCkCFDuHXrFg8fPmTVqlVs2rSJ0aNHf3MOZ2dnfHx82L9/v8IXUPtKXA9GTsLCwrCxscHAwAB3d3eqVKlCSkoKx48fZ8iQITx48CB93xIlSrB582a6du2avu3SpUu8efMGbW3tDOc9fPgwHTt2xM7ODi8vL8qUKcO7d+/Ys2cPkydPxtvbm1OnTtG1a1fmzJmDvb09SkpK3L9/P0Oy/1V4eDhBQUEMHTqUTZs2UatWrSxfl6qqKr169cLKygoDAwNu3bpFv379kEqlzJkzJ8tjZ8yYQb9+/dL/raOjk/732bNn8+nTJ27cuMGaNWvo27cvV69eBSAoKIgrV66wYsWKLM+fl0RHRzNy5Eg8PT1p0qQJGzZs+K3q62PGjCHg9GmGH5nNccdNFNTO2WT4VexbWm/tz4f4GBYOGMtg++4KOcw6J3kHHmHbqQNUrVqVqlWrCh3Od/n5+aGnp0ebNm3k0t7XlQJMTEz4559/aNSoPtWrq1OxkgZ371zC3f0sU6akoKqqgpVVVWrWrE2lSpWoWLEiFStWRF9fXy5x5qakpCQeP37M9evXuXTpEucuXuT+3btI09JQ1tJGtXwllDt2J59ldVTLV0IpGzdD1Os3QVldgytHDlClga0cXsUXEomEruOn4DlxNHF3T6NTRfgkTatMdZJrd+XGhR3sXDcPh8EThQ4p20qXr8LKvVcY1cuWVjsiWdVSxqDq8lsGLS5ZRrf9KenFEEUi0Z8vNfzZj3cSsI3AwMBvrqMcHR05d+4cEydOpFmzZiQmJmJmZoanpyedO3f+5hwdO3Zk6NChAHTo0OGXY5EnJZnQ6wv9gZSUlL5Ztqlly5bcvn2b0NDQbxLnmJiY9OWGTExM6NatG0uWLOHRo0eUKFECgP79+6OhocHWrVtZunQpTk5OxMfHY2xsTN26ddm/f/83cXw9r6urK7du3SIgIOCHsU+fPp0HDx4wdepUatSoQURExDfx/sjIkSO5evUq586d++4+JiYmuLq64urqmunzLVu2xN7enoEDBxISEoK1tTVxcXGkpKRQvXp1Nm7ciLW1dZZxZPZzUEQHDx5k4MCBxMXFsXjx4m/WVP5Vb9++xbKKBWbaJdnWeQESpZwZ2HIu7BrOPuNRVlFh18TFNLaqnSPnVWTPIl5iMaAtBQwL4OzsrLDrV7969YpNmzYxePBgHBwc5N7+w4cPcXR0ZMLEQtjafrmJlpYm43lYMnfuJHLnThJPnqbx6mUi0v+v7Fy8eBEqVqxM5cpVMDMzo0yZMpQpU4bixYsrVFEUqVRKREQEISEhhIWF8eDBA0JCHnAv9AEvnj1DKv0yb1fDpDSUr4xqhSqoVqiMinFplH7xdUS5OiN5HMryK3fkNq/7q1ENahDz8TPFBmxCoqYYKxC82zudhCdXGT5tFQ3sOgodzk9JTk5mXN+WhD26y8haarg3VUdZkvs3KvscSMQ7VML1GzcxMzPLtUJ8IpFIfhITE3n27BmlSpVCQ+N/n8/h4eGUMzcnUU41VjS0tAgNCaFkyZJyaU9Rfe/n8V+KeeX4h4mKiuLYsWPMnj070wT2v+v7GhkZYWdnx5YtW5g0aRLx8fF4e3tz5swZtm7dmr7f8ePHiYyMZMyYMZm2+/W8hQsXZseOHdy9e5dKlSp9N06ZTMbmzZtZtWoV5cuXx8zMjN27d/9UcYLHjx9z7NixbN11mj9/PjNnzqREiRJ07tyZ0aNHo6b2pQfAwsKC06dP07dvX44fP06VKlXSj2nYsOEPE+68IDIyEhcXF3bu3Enr1q1Zu3YtxYoVy7HzGxkZsX2HF02bNmX1pR0Mrf37Sdi6K7uYd3YdJQoV4cD01ZQtbvL7gSq41NRUGrg5IFGW0KVLF4VNuAEOHTqElpaWYJWJDx06BICl5f++dJSVlShdRp3SZdRp2+7LtuRkKeHhKYQ9SybseQJhzy6wY8c53rz5XzKupqaKsXFxTE3LY2pqipGREfnz58/wKFCgAAYGBujq6v5Sgp6WlkZsbCwfP37k48eP6X+Piori+fPnPH/+nLCwZzx79oyXL1+R/P/zq5UkEtSLFoPiJkisaqPdtjsqJU1QKWWKRFfvB61mn1bnnnycPIJ7589gaSvfpVD6LVjO/J6diL3ig0Hd7nJt+3sMO0wmYsMAVs5ypWjxUpStaCV0SNmmpqbG4q2ncJ/gzJIAPx5FSdnZURNttdxLvL1up7A5OJnNmzdTvnx5unXrxuPHj9mxY8dPT1sSiUSKr2TJkoSGhBAZGSmX9gwNDf/6hPtnKO7V4x/k8ePHyGQyypcvn+1j+vTpg5ubGxMnTmTv3r2UKVMmw7rMAI8ePQL44XmHDRvGuXPnqFy5MsbGxtSqVYtmzZrRo0cP1NX/13ty6tQp4uPjsbOzA8DBwYFNmzZlK+muU6cON27cICkpif79+zNjxows9x8+fDhWVlbky5ePK1euMH78eJ49e8bGjRsBGDduHIMGDaJMmTKYmJiwadMmHj16xNatWwkKCmLgwIGcOHECa2trNmzYkKeGqMpkMvbs2cPQoUNJS0tj+/btdO+eO8OzGzduzIQJE5g3dx41S1hQvXjlXz7X4APTOPwggEaWNdk+fiH5cjC5UGRtJg3kfUwUPXr0+OYGmSJ59+4d79+/p3fv3j89OiWnXL16lWLFVMmfP+uvFjU1Caam6piaZuy9TUmR8fZNCq9fp/LqdQoRrz/w+vVZDh06w8ePqcTGppCWJvvPuVRITk5FXV0NLS1NNDW10NL68tDQ0CA1NZXk5CSSkpJITk4hKSmJlJRkEhOTiIv7fm+AoaEeRYvmo1gxAxo1MqZ4cUtu3XqBr+818nvsQ6WkyS+/T9mlYdOQzxqaXPE7KPeku1yNWpSqZEHYpT3oWNihoit88S2JREIRxyW8XufMnNG9WLTlFPkLFhY6rJ8yZs4mdq6fj4/nEupujudId02K6OZ87/OjD2kMPJKMQ48eODo6Al++Vzt37kzVqlVZvXo1PXv2/OOnBYlEf5uSJUuKibCCEpNuOfg6xPlnvtxatWrFgAEDOHv2LB4eHvTp0+e75/0RbW1t/Pz8ePLkCQEBAVy6dAk3NzeWLVtGUFAQWlpaAGzatClDT163bt0YPXo0oaGh31QO/C9vb28+ffrErVu3GD16NAsXLvxuDzzAiBEj0v9epUoV8uXLR6dOnZg/fz4FChRAX1+fHTt2ZDjG1taWBQsW4OXlxdOnTwkNDaVfv37MmDEjy6Jq586do0ePHgpTTTktLY13797RsWNHVq1ahZGRUa62N23aNM4EBDLUbwbHem0in+bPJcvxyYm02TaAh5HPGNrOgbnOI1FR/js+Oubv2kDg7Ss0bNgQU1NTocPJ0sGDB1FVVc107pO8vHnzCjs7rV8+XlVVieIl1CheIvM5rzKZjPh4GbGxaXz6JOVBSCLLl3/A0bEexsaGJCQkk5iYkv5nYmIKysrqqKlpo6amgpqaMqqqX/5UU1NFR0cdHR0NdHU10NXV/P8/v/xdQ+PbeddlyjzC1/caae/fyCXpBpCYV+LGyaMkJyagpiHfavmDlq9lbGMbYs5tx7DlcLm2/T0SDR0KdZ3Hu+0jmTO6F7PXHkBdzu/L7+rWfyzFTcxYOWMI1hviONZDi8pGOTeVIiFFRhefFIoUL8nqNWvSrz0sLCy4ceMGw4YNw9HRkRMnTrB69epvluP5U5mYmPD8+XOhw/ijGBsbExYWJnQYIlGe8HdcOQusbNmyKCkpERISQrt27bJ1jIqKCj179mTq1Klcvnw50znbZmZflmZ68OABtWv/eF7t17mSffv2ZeLEiZiZmeHt7U3v3r2JiorC19eXlJQU1qxZk35MWloaHh4ezJ8/P8tzf517XqFCBdLS0ujfvz9ubm7ZHvL5tWDb48ePM13OxMPDAwMDA9q2bUuHDh1o165deoIxZcqULM9tZmbGoEGDFCbpBqhatSqtW7eWS1sqKirs2LUTi8pVGH1sPhvazcr2DaBnUS+w3z6IT0lxrHaZSu/meWse5e+4eO8GM7avwtTUlPr16wsdTpaio6OJiIige/fugo36uHv3LklJqRmGluc0JSUltLWV0NaWUKQIxMR8+Z22s6tC9eqlc63dr6pWNQYlJdJevYBqWReZzCnaXZyIGTeEO2cCqGbXUi5tfmVYrATVmrXg2rHD6Fm3Qa1Q7r/H2aFmVAqD5i48O7KEVXNGMmL66jzXY1uvWXsKFzdh2pB21NoUh88/WtiZ/v4lmUwmY/CRJEI+QNAlH3R1dTM8r6Ojw+bNm2natCkDBw4kKCiInTt3UqNGjd9uW9E9f/48T9R5yUvy2u+dSCQkMemWg/z582NnZ8eqVatwcXHJspDav/Xp04eFCxfSpUsX8uXL983zzZo1w9DQEHd39ywLqWXGxMQELS0t4uLiAPDy8qJ48eL4+vpm2M/f35+5c+cye/bsbM9llclkpKSk/NSX282bNwEyXYbp/fv3zJw5k/Pnvyydk5aWlr4kWUpKyg+XkDEyMmL8+PHZjuVPVKJECTy3bqFt27Z43vChd7UfJ88nHl1g8KGpaKprcGzuBupWzvvz6LMr5nMs9pMHoaOjQ4cOHRT+wuLgwYMoKyvTrVs3wWL4Op/bwlJ+vY7R0V9+93V05FPoS0NDDRU1tS9Jt5yo16iDsqYWV44clHvSDdBn3hJunj5J9OlNFOqS/Rt2uU2nYiOSIx5x/uR+TMpWoEPPYUKH9NPKVqjKit2XGeVoS8sdUaxuqcEA69+rbL72Wgqewcls27btmylp/9a9e3dq1apFt27dsLGxYfbs2YwaNUostCYSiUS5RPx0lZPVq1eTlpZGjRo12LdvH48ePSIkJITly5d/t5fa3NycyMhINm/enOnz2trabNy4ET8/P+zt7Tl16hRhYWFcu3aNMWPGMHDgQODL8OIxY8YQGBjIs2fPuHnzJn369CElJSV9zc5NmzbRqVMnKlWqlOHRp08fYmJi8PPzyzQGLy8vdu/eTUhICE+fPmXPnj2MHz8+wzD1K1euUL58eV69egV8WfJryZIlBAcH8+zZM3bv3s2AAQOwt7fPdB7K8OHDcXNzSy8yZmNjw7Zt2wgJCWH9+vXY2Nj8xE/i72Vvb4+LiwuzAldz49W9LPdddN6D/r6TKFWkOJdWeP9VCTdAg5EOJCQn0bVrVzQ1FXvo6ufPn3nx4gXt2rUjf37h1km/ceMGxsZq6OvLr+J4zP8n3bq68quuraOlStpr+SXdAMoVLQj2P0GSnCrS/puGlhbN+/Qn8fktEp9el3v7WcnfpD/qxSqwffUcrp47IXQ4vyR/wcKs9blB8VLlGeiXyOgTiUh/sTf24otUhh9PZtiwYdlavaB06dKcP38eNzc3xo4di52dHREREb/UtkgkEomyJibdclKqVClu3LhBo0aNcHNzo1KlSjRt2hR/f/8Mw7n/q0CBAlle9Ldt25aLFy+iqqpK9+7d0yuUfvz4kVmzZgHQoEEDnj59Sq9evShfvjwtWrTgzZs3nDhxgnLlynH9+nVu3bpFx47f9n7q6urSrFkzNm3alGn7KioqzJ8/nxo1alClShWmTZvGkCFD0guiAcTHxxMaGpreO62uro63tzcNGzakQoUKTJkyhX79+rFz585vzn/8+HGePHnC4MGD07cNHTqU0qVLU7NmTZKTk5k6dep33x9RRu7u7lhbW9P/4GTefPq2uqVUKsVpz1iWXvCkefV6nF3shbFRzlVUzwsGLJnCw5dhtG7dOtORF4rm4MGDAPTo0UOwGKRSKW/fRlCtmnyXlvoY+2WZLnn1dAMUKqhDWniY3NoD0OrWm5TkJG4FnpJru1+1dx2Dpp4+0ac3IJNmPbJI3gp1n4OKbn4WTR5A+NMHQofzS9Q0NFi87TQ1G7RkYVAyHXcnEJ/yc4l3xCcpnfamUKtWrSxrnPyXqqoq8+bN4+TJk9y9excLCwuOHj36sy9BJBKJRD8grtOdC/LK+tB/OvHnkLk3b95gbVWNQhIDdnddhobKlwrSHxM/0WpLP57HvGZMl75M7Tn0rxtq6B14hN4LxlO1alXatGkjdDg/FB8fz5IlS2jRogUTJkwQLI4bN24wZMgQps8wwsZGfpXTFy18z9Gjn7h/3x1VVfn0sA8a5MGpM48odOySXIdaR7aui2Xd+gxZufHHO+eCoAM+bBg9jPx2Q9C1bCFIDN+T+jmKNxv6kz+/IQs9T6CrL9yIj9+1fc0cDmxbjkVhZfy6a1JY58efwclpMmy3JfE00YAbwbcoXPjXKrq/f/8eJycnjhw5wogRI5g7d26GFU7yusyuCZycnNiyZQsDBgxg7dq1GZ4bPHgwa9aswdHREU9PT+DLKhGTJ0/m6NGjvH37lnz58mFhYcG0adPSRy1mVrCtWLFi9O3bl+nTp2cZ47NnzzAxMcmw7datW8ybN4/z588TGRmJiYkJAwcOZPjwHxc3DAoKYuLEiVy+fBlVVVUsLS05evQompqaJCUl0bdvXw4cOECRIkVYs2YNtra26ce6u7vz4sULVqxY8d3zi9dZwsjuutAi+cjuz+PvuqIWiUQULlyY/Qd8uf/+CRNOLEYmk3H/7WPqrPuH15/fsXn0XKY7uvx1CfeziJf0WzwZIyMjWrRQrKTie/z8/EhLS6Nnz56Cx6GkBBYW8v3y//QpDTU1Fbkl3ABmZkUgJRnph/dyaxNAubIVtwJOkfD5s1zb/ap22w4YFi9JzNmtSJPkP8w9Kyo6+THsNJ0P79/gPt6Z1NQUoUP6ZQ6DJjB0ykruvJNSfUMc9979eGSB2/EkrrySsm+/7y8n3AAFCxbk8OHDLFmyhJUrV1K7dm0ePnz4y+fLK0qUKMGuXbtISEhI35aYmMjOnTu/mfLWsWNHbt26xZYtW3j48CEHDx6kYcOGREVFZdhvxowZREREpD9u3rzJqFGjMmwrXrz4N/t9LUr7b9evX6dgwYJs376de/fuMXHiRMaPH8/KlSuzfF1BQUE0b96cZs2aceXKFa5evcrQof+7mb5+/XquX79OUFAQ/fr1o1u3bukJ9NclXGfPnv1L76lIJPqWWEhNJPoLVa9enQ0bN9CrVy9S0lI58jAQfW1dDs9dT/Vyv76Wd16VmppKAzcHJMqSDPUIFFlycjIPHz6kSZMmmV6oydPNmzcpXVodHR35Jb8AcXFStLR+r/DUz7KwMAYg7dULlA0Lya1d7e69ib58jlsBJ6nVpr3c2v23gUtWMesfez5e3ku++r0EieF7NEpURL9RH+77b8BjyWT6j54ndEi/rEHzThQuZsKMYR2ouTEO365aNCmd+WfS1lvJrLyazJo1a7K1ismPKCkp4erqSv369enWrRtWVlasXLkSR0dHhSmil9OsrKx4+vQpPj4+6dN0fHx8KFGiBKVL/69if0xMDOfPnycwMJAGDRoAX5bMyqzyu66ubqY3QHR0dNL/rqys/N39/u2/S8aWLl2aoKAgfHx8GDp06HePGzFiBC4uLowbNy59W9myZdP/HhISgr29PRUrVqR06dKMHj2ayMhIChYsyKBBg5g/f/5fs5zcnyQ8PJzIyG+nD+YGQ0NDcU3wn6D4V5YikShX9OzZk1u3brF0yVJMi5XEb/Z6ihnm7prhiqrNpIG8j4miR48e3634r2iOHj1Kamoqjo6OgsYhlUqJjHxLu/a6P945h8XHS9HR+fV1wX+FtbUJwJdiahbV5NauWuWqKGvrcOXwAcGS7tIWVphWtebxFR90LVugoldQkDi+R6+aPUmvH3HMxxPjMubYdRD2d+N3lKtszbLdlxjt2Jjm26NZ21qDvlYZbzBdepnKAL9kejs5MWDAgBxt38rKiuvXr+Pi4kLv3r05ceIEa9eu/WOTsN69e7N58+b0pNvDw4M+ffoQGBiYvo+Ojg46Ojr4+vpSq1YtQYfef/z4McvCme/evePy5cv06NGDOnXq8OTJE8qXL8/s2bOpW7cu8GXd9m3btpGQkMDx48cpUqQIhoaGbN++HQ0NDdq3F+ZzRvTrwsPDKW9uToKcim5qamnxICTkpxLvr1M6vsqfPz/Vq1fH3d2dKlWqZNi3f//+bNq0CS8vL7p27ZpjcQtFTLpFor/YvHnzuHjxIvfv3OVzgmINGZWXeTvXE3j7Cg0bNsTU1FTocLIlNTWVe/fuUa9ePcqUKSNoLJcvXyYlRYqlHJcK+yohQSbXImoAenpaSNTUSHv9Uq7tAihbWnPnXADxn2LR0hUm+Rm0bC2jGtYk5swWDNuMEiSGrBRs48br98/YsGgCxUxMqWSVd1e3MCxUlHX7bzKqd1P6HXrEkygpsxurI1FSIixGStvdyVSzrsGatWtzpRdaR0cHDw+P9DW9LS0t2blzJzVr1szxtoTWs2dPxo8fT1hYGEpKSly4cIFdu3ZlSLpVVFTw9PSkX79+rF27FisrKxo0aEDXrl2/SRbGjh3LpEmT0v89Z84cXFxcciTWoKAgdu/e/d1VZQCePn0KfFm9ZuHChVhaWrJ161YaN27M3bt3KVu2LH369OH27dtUqFABQ0NDdu/eTXR0NFOnTiUgIIBJkyaxa9cuypQpg4eHR/oKMiLFFRkZSUJ8PP0WrqBombI/PuA3vH7yiA2jhhEZGfnTvd3NmzdPX5npzZs3TJo0idatWxMeHp6+T3x8PN7e3owePZpNmzaJSbdIJMrbVFRUOHr0KHVq16bD9GGcXbydAnoGQoclNxfu3WCm12pMTU2pX7++0OFk28mTJ0lJSaF3795Ch8LRo0eRSKByZfkXc0lMklK4sPyTfW1NVZLluFZ3ers9nIm+EMjNU8exad9Z7u0D5DMqTM1Wbbh0cD+61m1RL5K7F3a/onCvxUSscWL+2N4s8DxJ4WLGQof0y9Q0NFjqdYZ5YxyZd+Ekj6NlrGyhThvvZLTzF2H/gYO53uParVs3atasSffu3albty5NmjTJE1NwJBIJU6dOxcrK6of7Ghoa0qpVK7Zs2YJMJqNVq1YYGhp+s1/Hjh1p1aoV586dIygoiGPHjuHu7s7GjRtxcnJK32/06NEZ/p3ZuX7FvXv3aNu2LVOmTElf8jUzUumXlR0GDBiQ/j1RtWpV/P398fDwYO7cuaiqqrJq1aoMxzk5OeHi4kJwcDC+vr7cunULd3d3XFxc2LdvX468BlHuK1qmLMYVFXeqoLq6evq0isKFCzN27Fjq16/P+/fvKVjwywiqPXv2UKFCBcaPH0+RIkUICwv7pshgXvN3VUoSiUTf0NfX57CfH7FJ8XSdPZLklLxbhOhnxHyOpe3kQejo6NChQ4c8M19RKpUSHBxMjRo1MDc3Fzocbt26Rdmy6mhpyf/rJDkJ9PTkn+wXLKBFWvgzuberVr4Syjq6XPE7IPe2/81p1kJU1DWIPr1RISsXS1TUKOSwiMSkJOaMciAhTpjiczlFIpEwYeE22jkMwSckhdLLPxP+WZXDR46lX6DmttKlS3Pu3DmmTp2KmpoaEokkTzx+5nO9T58+eHp6smXLlm/mUf+bhoYGTZs2ZcqUKVy8eBEnJ6dvli41NDTE1NQ0/ZET05bu37+Pra0t/fr1y9CLnpmvy11WqFAhw3Zzc/MMvYn/dvr0ae7fv8/QoUMJDAykZcuWaGtr888//2To8ReJctLnz5/x8vLC1NSUAgUKpG/ftGkTDg4O6Ovr07Jly/Se8bxM8W9V5kHGxsZ55gL+T2ZsnHd7N+StVKlS+B7wxdbWlmErZ7LWdfof/3+4wUgHElOSce7VE01N+feW/qqAgACSk5MVopdbKpUSFfWexo31BWk/LU1J7sPLAYoVK8Cza+HIZDK5/56oWNXk3vkA4j7GoK1vINe2v1LT0KD1wGH4LltAwuPLaJWtJUgcWVHNV4R89mN4vX8OS6YNYtz8LXl+RYaegyfxJPQ296+fY9uWrd8kVLlNVVX1h8leXta8eXOSk5MBsLOzy/ZxFSpUwNfXN5ei+uLevXvY2tri6OiYrYriJiYmFC1alNDQ0AzbHz58mOnqHImJiQwZMoQdO3agrKxMWlpa+g21lJQU0tJ+XEVfJMquw4cPpxcVjIuLo0iRIhw+fDj9M/rRo0dcunQJHx8fABwcHHBxcWHq1Kl5+nM870auwMLCwpDJZOJD4EdYWJjQ/xXyFBsbGzZu3MjWk764e28QOpxcNWDJFB6+DKNVq1bpPQJ5gVQq5dq1a1SpUgVLS0uhw+Hs2bOkpsqwtBRmndC0NNDVlX/bZmaFkSXEI4uNkXvb2g7OSKVp3Dh5TO5t/1ubwcPRNsj/pbc7LVXQWL5H27QmurW7cO38SXauny90OL/N12sVd66eY936jXTo0EHocP44ysrKhISEEBISgrLytysxfPjwAVtbW7Zv387t27d59uwZe/bswd3dnbZt2+ZaXPfu3aNRo0Y0bdqUkSNH8ubNG968ecP79/9btvDVq1eUL1+eK1euAF+q0I8ePZrly5ezd+9eHj9+zOTJk3nw4AHOzs7ftDFjxgxatWpF1apVgS/XAz4+Pty+fZuVK1diY5N3ayOIFE+jRo0IDg4mODiYy5cv06xZM1q0aJG+vv2mTZuws7NLn5bRsmVL4uLiOHXqlJBh/zaxp1skEqXr2bMnz549Y+rUqRTQy0fflsLMG81NuwL82HbqAFZWVukXGHnFxYsXSUxMzHLoozydOHECZWWoWEm4pFuInu7Klb8s0Zb66gVq+vnk2raqaXmUdfW4fNiXep2EKyyjpKSE44x5rHbpz6fgo+hVayNYLFkxqNudpIiH7NuyjJKly1OvWd6syHz+lC/bVs1i0qRJmSZNopyRVXV2HR0datasyZIlS3jy5AkpKSmUKFGCfv36MWHChFyLac+ePbx//x4vLy+8vLzStxsbG6d3LqSkpBAaGkr8v6pWu7q6kpiYyIgRI4iKisLCwoKTJ09+U3zz7t277Nmzh+Dg4PRtnTp1IjAwkHr16lGuXDl27NiRa69P9PfR1tbOULi2WrVq6Ovrs2HDBqZPn87WrVt58+ZNhtoRaWlpbNq0iWbNmgkRco4Qk26RSJTB5MmTiYyMxGXlLAx09OhUP/vD7BTd04iX9F8yBSMjo0yH2Cm6oKAgzMzMMl0XVgh37tymfHkNNDSEGTSVliZFW1v+Sbe1dakv7b9+CRWq/GDvnKdiXZuQMyf5FBWFbhbLBuU26+atMDIpzftz29Gp2AiJhs6PDxJAwY5TiNjQnxWzXChSohSm5pZCh/RT7t0MYsUMFxwcHJgxY4bQ4fxRPD09s3z+38PG1dXVmTt3LnPnzs3ymOyOssvuftOmTWPatGlZ7mNiYpJpfYVx48ZlWKc7M5UqVeLRo0cZtkkkElavXs3q1auzFaNI9DuUlJSQSCQkJCRw5MgRPn36xM2bNzOMOHnw4AE9evTgw4cPGeZ+5yXi8HKRSJSBkpISS5cupVu3bvRZOIFTNy4KHVKOSE1NpaGbAxJlCV26dMkT1Xf/7erVq8THx9OnTx+FmG+fmppKdHQUVlbC9HJLpVLS0qSC9HQbGemjpKpKmgAVzAF0evZDJpVy/cQRQdr/t0FL1yBNTuBj0G6hQ/kuiURCEceloKzGnFE9iYp8K3RI2fYk9DbzxvSibt26bNq0SSF+90Uikeh3JCUlpU+TCAkJYdiwYXz+/Jk2bdqwadMmWrVqhYWFBZUqVUp/dOzYkYIFC7J9+3ahw/9leeuqUyQSyYVEIsHT05OY6Gi6zBrBkTnrqVneQuiwfkvrSQN4HxNFjx49cqSSrLydOXMGExMT6tWrJ3QowJdKt2lpMiwEWJ8b4PNnKTIZ6Ojk7nJJ36OlIVzSrWJSBmV9Ay4f9qVhVwdBYviqZIVKlK9RiwdXD6BTtSWqBoUFjed7JBo6GHady/vtbswd3YvZaw+gpi7MDaPsehn2iFkjulHB3JwDB3xRU1MTOiSRSJQHvH7y6Mc7CdjGsWPH0uvp6OrqUr58efbs2YO5uTl+fn6ZTmdQUlKiQ4cObNq0ieHDh/9y20ISk26RSJQpVVVV9uzdS7OmTekwbRgn53tQwdj0xwcqoHk713Hm9lUaNmyYYR5RXnHr1i3i4uIYM2aMwlTuPHnyJCoqUKGCMEnvh8gv1XSF6OkGyG+gyZuXzwVpG0Clhg0PTx3hY+R79A3ls2zU9wxcuoYRdasRE+hJwXZZD2UVkrpRaQyaDeXpsWWsnufG8CkrFbbn+F1EODOG/0OxIoU5duwourq6QockEokUnKGhIZpaWmwYNUwu7Wlqaf30GvSenp5ZTutIyWLZ2uXLl/9UW4pGTLpFItF3aWlpcdjPjwb169Nm8kBOL9iCsVExocP6KRfu3WCm1xrKli1L/fr1hQ7nl5w+fZoiRYrQuHFjoUNJd//+PSpW1ERNTZibAB+ihE26ixXLx8t7ma93Kw86Dv34cOoI14/7YdvDSbA4APQKGGLTvhPn9+4i6VUI6sWEXz/+e3QqNyb5zSPOHtuHSZkKtHMYInRI34j+8I4Zw7ugq63JyZMnyC/gvH2RSJR3lCxZkgchIURGRsqlPUNDQ0qWLCmXtv4EYtItEomyZGBgwLHjx6lrY0OrSQPwd9+CUb68UcQi5nMsbScPQldXl/bt2ytsr1ZWHjx4QGxsLEOGDMl0GRshJCYmEhMTjX1b+Vbu/reY6K9JtzA97WXKGHHp0mOkcZ+RaMu/gJhKCWOU9fNx+bCv4Ek3QK/p87h8+CDR/hsw6rlIoX/X8jcdSNLbJ2xdNYvipcywtmkqdEjpPsfGMNO1C7LUJPzPnKdo0aJChyQSifKQkiVLiomwglKMcYoikUihFSlShJOnThGXmky7qYP5GPdJ6JCypcFIBxJTkunSpQuamsLMPf5dx48fx9DQUKGqrZ88eRKpFCwFms8NEB0jbE93pUrFgf+vYC4Q1dr1eXTjGtFv3wgWw1cqqqq0dxlJUsRD4kMvCB3ODxl1n4uKTj4WTerPy7CHQocDQEJ8HHNGOfAx6i0nT56gVKlSQockEolEohwiJt0ikShbSpcuzfETxwl7H0GnGcNJSEoUOqQsDVgyhYcvw2jVqlV6wY685tmzZ8TExNCrVy9UVVWFDifd6dOnUVNTolw5YXqZAWI/Cpt0V69eGkCwYmoA2j37oQRcO+4nWAz/1rzvIHQLGBITsAlZ6vfn5SkCiUQFo15LSJXKmDWyB58+RgsaT0pyEu7je/Pi2QOOHztGxYoVBY3nT2RsbIySkpL4yMGHsbGx0D9WkSjPEJNukUiUbVWqVMHviB83ntyn0wwX4hMThA4pU7sC/Nh26gBWVlZUrVpV6HB+mZ+fH/r6+rRp00boUDJ48CCEypU1UFUVbghxbKwUEC7pNjY2RElZmbTXws3rVilcFIlBfi4f2i9YDP/Ve/YiUmPf8+nGIaFD+SEV3QIU6DiVyHcRLJjYl1SBbhSkJCexcGI/Hty6zOFDh6hevbogcfzpwsLCkMlk4iMHH9lda1wkEolJt0gk+kl16tThyJEjXAq9TccZLsQlxgsdUgZPIl7Qf8kUjIyMFGpI9s96+fIlUVFRODg4oKGhOEsbxcfHExv7kapVhR2u/+lTGioqyqirC1eaRF1DjVQBh5cDqNZtxNNbN4mKeCVoHF9Z2jahaFkzYi7sJC0hVuhwfkizZGX0Gzpx78ZFPJdNk3v7KclJLJjgzO2rZ/D19aVhw4Zyj0EkEolEuU9MukUi0U9r0KABx44d4+qju3SYNkxhEu/U1FQaufVEoiyhS5cuqKjk3VqRhw8fRktLi/bt2wsdSgZHjx79Mp+7qrA3AuLipGhpCbtucX59daQvhFs2DEDboS9KEglXjihOz/KgpWuRpSTx8cJOoUPJFj3rdmiWr8+RvZs4eWC73NpNTkrEfXwf7lw7x4EDB2jevLnc2haJRCKRfIlJt0gk+iX16tXj+PHj3HgSQtspQ/icIHzi3XrSAN7HRNG5c2cMDAyEDueXvX37lvfv39OtWze0tbWFDieDwMBANDSUKFtWuPncAHHxMsGGln9VpEg+UgVcqxtApaARkvwFuHL4gKBx/FuxsuWoZFOPTzf8SIlSjB74HyloPxpVQ2PWuY/l3s2gXG/va8J978YFDh48iJ2dXa63KRKJRCLhiEm3SCT6ZTY2Nhw/cZzbYQ+xnzJI0Krm83au48ztqzRs2JAyZcoIFkdOOHToEKqqqnTq1EnoUL7x8GEoFhaaKCsLuyRUQoJU8KS7VKmCSKOjkAlcVFCtXmPC7t3m/Qvh5pf/14Alq5EoKxMT4CF0KNlWuOciJBpazBvrxLuI3HsvExPimDumFyHBQRw6dIhmzZrlWlsikUgkUgx5d+ylSCRSCHXq1OHkqZM0t2tOy4n9OThjDQX0DOQaw4V7N5jptYayZctSv359ubad06Kjo4mIiKBHjx7o6+sLHU4GsbGxfPr0iapV8wsdCkmJMgoaCpt0V6xYjL17Ie31K1RKCXejR7uHM4kHdnP16CFa9h8iWBz/pq1vQIN/uhOwYwuJL+6iUaKS0CH9kERNg4I9FvLOcxiz3Xoyb+MRNLVydqRJQtxnZo9yIOzRHY4ePUqdOnXYunUrnTt3zrPLGopEIsURHh5OZGSkXNoyNDQU1wT/CWLSLRKJftmJEyfw9fVl9erVBAQG0LRJU+zGOXN41joK5zeUSwwxn2NpO3kQurq6tG/fHiUlYXtgf9fBgwdRVlama9euQofyjSNHjiCTgYWA63N/lZQkQ1dX2DiqVfuybFjq6xeCJt3K+Q1RKlCQy4d9FSbpBug2aQYXfPcS7b+Bwo5LUFJS/MF1avmLka/1aF4dmMfSaYMZO28zEknOxB336SOzRnbjdfhjTp08Se3atfnw4QODBg1ix44d+Pr6KlTRRJFIlLeEh4dTrrw5iXKa7qehqUXog5BsJd4/ujZzdHRkxIgR1KhRgz179mBvb5/+3L59++jRowfXrl2jcuXKWZ5n6tSpTJs2LVvxy5uYdItEol9y6tQp7O3tadeuHQCWlpacPXeWxraNaTquN0dmb6BEwcK5HkeDkQ4kpiTj3Ktnnu8pio2N5cWLF3To0IH8+YXvTf6vM2fOoKUloUwZYQuYAaSlKaGrK2yCUq5cYZBISHst3FrdX2k0bMqLPdt5+/wZRsalhA4HABUVFTqPmoDXjInE3T+DTsVGQoeULdpmtUmu1Ymr57zZtWEB3QeM/e1zRn94x+yR3YmOfE3A6dNUq1YNgAIFCnDo0CFatWpFp06d8PHxQU1N+N8vkUiU90RGRpKYEE+B1m6oFiiRq22lfHjBh8OLiIyMzFbSHRERkf53b29vpkyZQmhoaPo2TU1N9PX1mTx5Mv3798fGxoYCBQrw7t07Bg4cyPTp0zE3N89wnoULF3Ls2DFOnTqVvk1HRyeHXmHOE5NukUj0086ePYu9vT22trZs2bIlfbu5uTnnzp+jsW1jmoxx4sjs9ZQpmntDj/ovmczDl2G0bduWIkWK5Fo78nLo0JcK1D169BA4ksw9efKIqlU1kEiEH02QlibcGt1fSSQS1DTUSHslfNKt3a0PCft2cuXIQdoMGi50OOkaOzjht3YFMYGb0TKrg0RV2AJ82ZWvXk+SIx6x13MJJcuUo26Tdr98rtcvnjJrRFeUpKmcCQz8pqfG1taWAwcOYG9vT5cuXdi9ezeqqqq/+QpEItHfSrVACdQLmwodRgaFC/+vE0ZfXx8lJaUM274aP348Bw8eZMiQIezatYsBAwZQtmxZRo0ahbKycoZjdHR0UFFRyfQ8ikjxx3qJRCKFEhQURKtWrahTpw779u1DXT3jRXSZMmU4d/4cGnra2I525GronVyJY1eAH9tPHcTKygpLS8tcaUOe4uPjCQsLo2XLlhgZGQkdzjdiYmL4/DkOS4HX5/7qS9ItfAKnr6NG2ivhC5hJDPIhKViIy4d8hQ7lG87zF5P2OZpP1xSnwnp2FOw0DRV9I5bPcOFJ6O1fOsej+zeZOKAN+jpaXLoU9N2hkc2aNcPHx4cjR47QvXt3UlNTfyd0kUgkypOUlZXZsmULBw4coHv37hw/fhxPT0+UlZWFDu23iUm3SCTKtmvXrtG8eXOqVq3KgQMHvjucu0SJEpy/cIEy5cpiN86ZgxdP52gcTyJe0H/JFIyMjGjRokWOnlsofn5+pKWl0bNnT6FDydTBgweRycBSAeZzA6SmSgWf0w1Q2EifNIHX6v5K3bY5rx8/JOLJY6FDyaCiTQNKmFfgY5A3aXExQoeTbRKJBKNeS5BJVJjj5kD0h3c/dfyNoNNMHdoR83JmXLhw/odDMFu2bMmePXvw9fWlV69epKWl/U74ov8wMTFBSUlJfPzkw8TEROgfnegvY25ujqurKzt37mTatGmYmZkJHVKOEJNuBSN+KYhfFIoqODiYZs2aUaFCBfz8/H64fnTBggXxP32aVq1b03X2CFb6bs+ROFJTU2nk1hOJsoQuXbqgopL3Z8kkJyfz8OFDmjRpQokSuTsP61edO3cOXV0JJiaKMew1LU2mED3dpUoVJC3yHbLUFKFDQbubExJlZa4cOSh0KN8YvGwdsrRUYs57CR3KT1HR0qNg19nEfoxm7uhepCQnZeu4AD9v5o7pRdMmTfD3P0WBAgWydZy9vT27du1i9+7d9O7dW0y8c9Dz58+RyWTi4ycfz58rxk1F0d/j8+fPeHt7o6Wlxblz54QOJ8eISbeCEb8UxC8KRXTv3j2aNm1K6dKlOXr0KLq6utk6TlNTE+/d3ri5uTF6vTuj1s3/7YvIVpMG8D4mis6dO2NgYPBb51IUR48eJTU1FScnJ6FD+a5nz55gZaWJkpLw87njPkuRyWSCz+kGMDcvClIpaW8jfrxzLpPo6EGhwlw6tB+ZTCZ0OBkYmZTCooEtn4OPkRwp/HD8n6FeuCwGTQfz5MFt1swbneV7K5PJ8Nm6ghWzhtPbyQkfn31oaWn9VHsdO3bEy8sLLy8v+vfvj1Qq/d2XIBKJRHnG6NGjUVNT4+LFi/j7+7N161ahQ8oRYtItEomyFBoaSuPGjSlWrBgnTpz46URXIpGwYMECVq1axZpDO+k2x434xIRfimXeznWcvX2Vhg0bUqaMcEs05aTU1FTu3btH/fr1KV26tNDhZOr9+/fExSUozHzuyA9f5rsqQtJdtaoJgEIUUwPQbNKSt2FPefUo9Mc7y1m/RctRVlUlJmCT0KH8NJ0qTdG2bEHg0d0c3Lk2033S0tLYtGQS29fMZurUqaxfv/6XR+J06dKFrVu3snnzZgYPHqxwN1FEIpEoN5w8eZKNGzfi6emJhYUFc+bMwdXVNUPV8rxKTLpFItF3PXnyBFtbWwoUKMDJkyd/axmrwYMHc+DAAfxvXcJufF/exXz4qeMv3LvBTK81lC1blvr16/9yHIrmxIkTpKSk0Lt3b6FD+a6DB78MV7a0FD7JBYiK+jJaQhGS7sqVS4CSksIk3VpdnJAoqyjkEHMtHT0aOziS8PQ6CWHBQofz0wo0G4Ra0XJsXTmDG0H+GZ5LTIhj0cR+HNu3mbVr1zJt2rTfHhXSo0cPPDw8WL9+PcOGDRMTb5FI9EeLjY3F2dmZUaNGUatWLQBcXFyoWLEi/fv3Fzi635f3J0OKRKJc8fz5c2xtbdHR0cHf35+CBQv+9jlbt27N2bNnad2qNQ3cenJg+irMiv94TeGYz7G0nTwIXV1d2rdvrxBDnHOCVCrl1q1b1KxZk/LlywsdzndduHABAwNlihdXjPnc0VFfe7qFn9OtpqaCqroaaa9fCh0KABItLZQKF+Xywf20Hz5a4X5X/hk7hbN7dhHtvwGN3stRkuStirRG3ecRsbYPCyb2Y4HHcYqblCXy7SvmjXHk7eswfH19adOmTY615+TkREpKCv3790dVVZXFixcr3M9UJBIplpQPuX8TODfacHV1RV9fn+nTp6dvk0gkbN68GQsLC7Zu3UqvXr1yvF15EXu684DAwMAsC4Y1atQIgLCwMJSUlAgODs5w/JYtW6hRowba2tro6upSv359Dh8+nGkblSpV+mbOrYGBAZ6ent+Nz8fHB2trawwMDNDW1sbS0pJt27Zl+Zq+xvrfx7Fjx9L3uXnzJlWrVkVHRwd7e3uio6PTn0tNTcXKyoqrV69m2Y7o17x69QpbW1tUVFQ4ffp0jq6BWK1aNS5dvoSWgS4N3Xpx/s61Hx7TYIQDiSnJdO3a9bsV0/OigIAAkpOTFbqXG+D582dUq6YY87kBYmIUp6cbQFdbMZYN+0rDrjXvX4bzIuSe0KF8QyKR0HX8FFIinxN3N2dXNZAHibIqRj2XkJomZdbIHtwIOs1Y5+akJn4i6OLFHE24v+rXrx+rVq1i6dKljBs3TuzxzkFOTk60a9fum+1fr4liYmIy/Pvro2DBgrRo0YJbt25lOO7evXv8888/FCxYEHV1dcqWLcvkyZOJj4/PMo4NGzZQr1498uXLR758+WjSpAlXrlzJ8pivoyn++/h3kVPxOurvYmhoiIamFh8OL+LNFtdcfXw4vAgNTS0MDQ1/Ok4nJ6f0361/8/Dw4M6dO6ipqWXYbmpqSlxc3DcJ97Rp077JeRSZ2NOdB9SpUyfTuQwHDx5k4MCBDB48+LvHjho1ipUrVzJr1izatWtHSkoK27dvp23btixbtoyhQ4dm2P/Jkyds3br1p5KA/PnzM3HiRMqXL4+amhqHDx+md+/eFCpUCDs7uyyPPXXqFBUrVsxwrq/69u2Lra0t3t7e9O3blzlz5rBgwQIAFi5cSN26dalevXq24xRlz5s3b7C1tSU1NZWzZ89SrFixHG/D2NiYCxcv0qF9B1pNGsgal6l0b5z5xWr/JZN5+CqMtm3b5mjyLzSpVMq1a9eoUqUKFhYWQofzXa9evSI+PhFLy5//Ys0tHz9+KSylKEm3USFdHoaHCR1GOq1ODiRsXc+VI4coWaGS0OF8o37n7hxcuZToM55ola+HRE0xfo7ZpaJnSIGOU4ncPYlZI7tTu3YdfH33U6hQoVxrc/DgwaSmpjJ8+HDU1NSYOXNmrrUl+r7Q0FD09PQIDw/HxcWF5s2b8+DBA/T19bl06RJNmjShSZMm+Pn5YWRkxJUrV3Bzc+P06dMEBAR8k0x8FRgYSLdu3ahTpw4aGhq4u7vTrFkz7t27993v4FGjRjFw4MAM2xo3bpzhuki8jvq7lCxZktAHIURGRsqlPUNDwx8uhSj6HzHpzgPU1NS+STZCQkIYPXo0EyZMoHPnzpked+nSJRYtWsTy5csZNmxY+vbZs2eTmJjIyJEjadu2bYYlioYNG8bUqVPp1q0bGhrZuxBq2LBhhn8PHz6cLVu2cP78+R8m3QUKFPhuIhUSEoKXlxdmZmZ069YtvXf+6dOneHh4cP369WzFJ8q+9+/f07hxY+Li4jhz5gzGxsa51paBgQHHjh9jwIABOC+ayPVH95jX1w1Vlf8NYd4V4Mf2UwexsrLC0tIy12IRwoULF0hMTKRPnz5Ch5Klr/O5LRRkfW6A2FjF6uk2NjYk5OR9ZGlpKCkLP1xaoqGJUpHiXDrkQ0e3cQozQuHf+i1YzvyenYi94oNB3e5Ch/NTZNI0Ep9cRZqWRpOmTTl86BDq6rk/1cHFxYWUlBRGjRqFqqoqU6ZMyfU2RRkVKlQIAwMDChcuzKJFi6hbty6XLl2iWbNmODs7Y25ujo+PDxLJl4GkxsbGmJmZUbVqVZYsWcLYsWMzPa+XV8al9DZs2MDevXvx9/f/7nBaHR0ddHR00v9969Yt7t+/z9q1/yv0J15H/X1KliwpJsIKShxengfFxMTQrl07GjRokOXd7p07d6Kjo8OAAQO+ec7NzY2UlBT27duXYburqyupqamsXLnyl2KTyWT4+/sTGhqarWJX9vb2FCpUCBsbG/bu3ZvhOQsLC06ePElqair+/v5UqVIFgIEDB+Lu7p7tZatE2RMVFUXTpk358OED/v7+cqkOrqamhoeHB6tWrWL9kd20nDiAt9FfCqw9iXhB/yVTMDIyokWLFrkei7wFBQVRrlw5atSoIXQoWQoKCsLQUIUiRRTnHm3sJynKykqoqytGTOXKFYG0VKSR74QOJZ1Gi7ZERbwm7M6tH+8sgHI1alGqkgWxl/aQ+unniioKKS3xM5H7ZvD5mi9LlizhxPHjckm4v3Jzc2POnDlMnTqVuXPnyq1d0be+TnVKSUkhODiY+/fvM3LkyPSE+ysLCwuaNGnCzp07s33u+Ph4UlJSfqp46caNGzEzM6NevXoZ2havo0QixaAYVyyibJNKpXTv3h1lZWW2b9+eZQ/Gw4cPKVOmTKbDmYoWLYq+vj4PHz7MsF1LS4upU6cyYcIE+vXrh76+frbi+vjxI8WKFSMpKQllZWVWr15N06ZNv7u/jo4OixcvxsbGBolEwsGDB+nSpQtbtmzBwcEB+PIFMnjwYBYuXIiNjQ3jx49n69ataGlpUb16dezs7Hjy5Aldu3Zl1qxZ2YpTlLmPHz9iZ2fHq1evCAwMpFy5cnJrW0lJicGDB2NhYUGnjp2oM7wL28YuoOvsEUiUJXTp0uWXl91RVFeuXCEhIYE+ffooZC/kv718+Zz69TUUKs64OClaWuoKE5Ol5ZcRIWmvXqBsVETgaL7Q6tCVBI9VXD16iFJVLIUOJ1ODlq9lbGMbYs5tx7DlcKHD+aHk98+JPjAHtdQ4jh8/TpMmTQSJY/z48aSkpDBhwgTevHmDqampIHEoOolEkj6/OiuHDx/O0GMMfFPb5r8+fPjA9OnT0dXVpUaNGgQEBABgbm6e6f7m5uacP38+27GPGzeOYsWKZfv/WFJSEl5eXowbNy7DdvE6SiRSHH/WlexfYMKECQQFBXHlyhX09PR+61wymSzTi1ZnZ2cWL17M/PnzmTNnTrbOpaurS3BwMJ8/f8bf35+RI0dSunTpb4aef2VoaMiIESPS/21tbU10dDTu7u7pSXfFihU5c+ZM+j4fPnxg2rRpnD17lmHDhmFjY4OPjw/Vq1enZs2a3y1g8+jRI2bOnElqamq2Xsvf6Pbt27x+/ZqAgIAMc+zlycbGhus3rtO5Uycaj3YEwMHB4afXBc8Lzp49i4mJCXXr1hU6lCw9f/6chIRkLCyzd/NNXuLjpGhrK85w969Jd+rrl6hZKcbIBYmaBkrFjbl0aD+dx0xSmBsU/2ZYrARWTZtz/bgfetZtUCukmOvUA3y+60/MyTWYmZbh0MEzchkJlJWvQ8sXLFjwwwTxbyWRSDA2NqZ169ZZ7teoUSPWrFmTYdvly5fTr0X+rXjx4gDExcVRtmxZ9uzZk625/DKZ7Lvzuf/L3d2dnTt3EhgYmO1pfj4+Pnz69Omboeg5dR0lEol+n5h05yHe3t4sXLgQPz8/ypYt+8P9zczMOH/+PMnJyd982L9+/ZrY2NhMz6OiosKsWbNwcnL6ptDa90gkkvS77ZaWloSEhDB37tzvJt2ZqVWrFhs3bvzu8yNGjMDV1ZXixYsTGBjIrFmz0NbWplWrVgQGBn73yyIhIYG3b9+KSXcWSpYsiaenp+AFvYoWLUpAYCD//PMPBw4c4Pbt25QoUSLbFyt5wa1bt4iLi2Ps2LHfDENUNAcOHADAUoHmcwMkJEjR1VWM+dzwZW65sroaaa8VY63urzRbtSdm1UKeBF/HtKq10OFkynn+UoIDThF9ehOFusxSuJsD0pREok+u5fOdUzg6OrFq1coM1aGFNGXKFHFedw7Q1tb+ZrTAy5eZLwF47tw59PT0KFiwYIaOj6/XUvfv38+0/siDBw8wMzP7YSwLFy5kzpw5nDp1Kn0oeHZs3LiR1q1b/7DY6K9eR4lEot8nJt15RHBwMH369GHevHk/LE72VdeuXVm+fDnr1q3LUEgNvnywq6qq0rFjx0yP7dy5MwsWLMiwVt7PkMlkJCUl/dQxN2/epEiRzIdm+vv78+DBg/Sly9LS0khJSQFI//N7qlSpwvHjx38qFpFw1NTU8PX1ZceOHfTr1w8PDw86der0S8tSKKLTp09TtGhRbG1thQ7lhy5fvkzhwioUKqRYXxUJiTKKFlGcpBtAR0uVRAVaNgxAs01nEtYv4+rRQwqbdGtoadG8T3/81q4g8el1NMsoTpzJkeFEH3JHFvuWzZs34+TkJHRIIoGVKlUq09FXVatWpXz58ixZsoSuXbtmuKF669YtTp069cNaOQsWLGDWrFkcP34ca+vs/x48e/aMgICA9KKX3/M711Eikej3KXY3iwiAyMhI2rVrR8OGDXFwcODNmzcZHu/fv8/0uNq1azN8+HBGjx7NokWLePLkCQ8ePGDSpEksW7aMRYsWZahc/l/z5s3Dw8ODuLi4LOObO3cuJ0+e5OnTpzx48IDFixezdevWDEOzVq5cSePGjdP/vWXLFnbs2EFISAihoaEsXLjwmyrrXyUkJDBkyBDWr1+f/kVmY2PDqlWruHXrFvv27cPGxibLGEV5T/fu3bl27RoGBgZs3LiRu3fvCh3SbwsJCSE2NhYnJyeUFaDK9Y+8fv0Cq2qK1csNkJwkQ09PseIqWECHtBfPhQ4jA4maGpQw4fLhA0ilUqHD+a72rmPQ1NMn+vQGZFLFGCr9+a4/77aNxDi/JtevXRUTblGWlJSU2LhxI/fv36djx45cuXKF8PBw9uzZQ5s2bbCzs8u0qO1X7u7uTJo0CQ8PD0xMTNKv7z5//py+z3+vo77y8PCgSJEiWRYcFa+jRCLhiUl3HuDn58fz5885cuQIRYoU+eaR1RqLS5cuZfXq1ezatYvKlStTrVo1zpw5g6+vb6YJ7r/Z2tqmr9eclbi4OAYPHkzFihWpU6cOe/fuZfv27fTt2zd9n8jISJ48eZLhuFmzZmFtbU316tXZtWsXHh4eGeZ5fzVjxgxat26dYcjW8uXLCQ4Opn79+rRu3fq7PfaivM3c3Jxr167RsWNH9u3bx+HDh0lOThY6rF924sQJDA0Nad68udCh/NDjx49JTExRuKHlAKmpSgqzXNhXJUoUIPX1S2QymdChZKBl35nYyPc8vn5V6FC+SyKR4DB5FilRr/h8+4SgsUhTEvlwdBkf/Jbg0K0r169dFazOhShvsbGx4dKlSygrK9OiRQuMjY35559/aNu2LYcOHcryRuvq1atJTk6mU6dOGa7vFi5cmL5PZtdRUqkUT0/PH97IFa+jRCLhKckU7QrhL6ekpKRwF215lfhe/jlkMhnr16/H1dUVHR0d2rZtm17QJq94+vQp27Ztw83NjU6dOgkdzg8tWrSIvXv34r27JAUKKNbw8rb24bRpU52ZMxXnfVy0yI+1a09juPckyvkVZyqENDWVqFY2NOzSgx5TFLs68djGtfkQGU2xAZuQqGvJvf2UyBdEHZqPLPYta9esFnu3/zDyviaQSqU4Oztz/Phxzpw5k61aPIpIvJZSPImJiTx79oxSpUp9U2wvPDycyMhIucRhaGgorglO1j+Pf1OsKymRSCTKhJKSEgMGDKBhw4b06NGDzZs3U69ePerVq5cnhmkDHDlyBH19/R9W0lUUV69epVgxVYVLuAHS0kBHR35rI2dHlSpfLjzSXr9UqKRboqKCkklpLvsdoNvE6UgU+PdlwOJVzPrHno+X95Kvfq8fH5BDZDIZn28d52PARkxLl2LfabF3W/T7JBIJmzZtYsWKFZw7dy7PJt2ivCM8PBxzc3Pi4+Pl0p6WlhYhISE/lXg7OTkRExODr69vhu2BgYE0atSI6OhogoODadSoUfpzhoaGWFtbM2/evAwFf+/du8f06dMJCAggNjaWkiVL0rVrV8aPH4+Wlvxv3P6I4l1NiUQi0XeUK1eOoKAgZs+ezaxZs3jy5Alt27ZV+CJrL1++JCoqisGDB2d7CRihvXnzCjs7xfvSAkhLkync8HJr6y/LXaW9CodKlsIG8x9abbsQu3A6oVcvYV5LcedtlrawwrRqNR5f8UHXsgUqelmvr5wT0j5HE3V8OfGPr9K3b1+WLl2qMNXJRXmfRCJh+HDFX4Ne9GeIjIwkPj6e4dNWUdwkd2/yvAx7xLJpQ4iMjMy13u7Q0FD09PQIDw/HxcWF5s2b8+DBA/T19bl06RJNmjShSZMm+Pn5YWRkxJUrV3Bzc+P06dMEBAQo3Mo3YtItEonyFFVVVaZNm0aLFi3o0aMHGzZsoEmTJlhbWyvcckNfHT58GC0tLf6vvfuOa+p6Hzj+SdhLHKAgZYiKuIrgbLWOVkHFPepGirNaLa6q1SraVv25qEqhVRFQcdQ6at2TCm6tWJXhAnEr4mSGkN8flHylTBVIguf9euUlubn3nicB4T73nPOcnj17qjqUYrl8+TLp6Zk0aqReiW0OuTxL7ZLuSpWMkOroIL+rXsuGAeh17IbW8vmc3bNTrZNugC+X/crkts159lcIZl0nl2pbKbEneHbwZ0wN9dj8558aMwpFEAShMB/Y1aZmneIvOaeuqlatSsWKFbGwsGDJkiW0atWKU6dO4erqyrBhw6hbty7btm1TFge0tbXFwcEBZ2dnfH19mTp1qorfQW6ikJogCBqpefPmXLx4ES8vL/bs2cPGjRt5+fKlqsPK4+HDhzx+/JgBAwZoTA/an3/+CYCTGhZRS0nJIitLoVbrdOcwNNBBfi//9X1VSSqVIrGvzZk9fyIvojCmqlWqZkFz964kR4WRfv9aqbSRlfaKJ7uX8njHPDp3aEfUlcsi4RYEQVBjBgbZ1yMymYzIyEiioqKYOHFiruX5AJycnGjfvj0bN25URZiFEkm3IAgay8jIiICAAPbs2cPz58/59ddfiYqKUnVYuezcuRNdXV369u2r6lCK7e+//8bWVhdTU/Wb/5uUlJ00qltPN4BZZUPkt+NVHUa+DHsOIOXFc2JOn1B1KEXy/GEx2nr6PD2yusQLOKXeOMfDoK9Q3DpLcHAw27dtw9y89IexC4IgCNl27dqFsbFxrkdhS949efKEOXPmYGJiQrNmzbh69SqQvcJNfurWravcR52IpFsQBI3XqVMnrly5gqurK1u2bGH79u2kpqaqOiySkpJ48OABffv2pUKFCqoOp9gePbpP48bql9QCPHmSvY6zuhVSA/jgg8pkquHwcgC9zzqhpafHmd07VR1KkXT19ekyehzpd66Qev10iZwzKz2ZJ3uX8eh3H9q0cCEmKoqhQ4cSEBDA3bt3S6QNQb3Z2toikUjE4w0ftra2qv7WCeVMu3btiIyMzPVYvXp1nv0++OADjI2NMTMzIzo6mi1btlC1atUiz69QKNRuPjeIpFvtiD8K4g+F8HbMzMzYunUrISEhxMfHExAQwKVLl1S61MnOnTvR0tKif//+KovhTV24cIGMDLlaDi0HePo0J+lWv5sCtWpZoEhJJuvFc1WHkodUKkVSsw5n9/1Jpkym6nCK1HXM1xhVrJzd2y1/tyHxKddO8SjoKxQ3T7Jq1Sr279unXHLwp59+YtCgQWRlZZVE2IIai4+PR6FQiMcbPuLj41X9rRPKGSMjI2rVqpXrYWVllWe/8PBwLl68yPPnz7l69Spubm4AypUAChrZGBMTg4ODQ+m9gbckkm41I/4oiD8UwtuTSCR4eHgQExODm5sb27ZtY+PGjTx79qzMY3nx4gV37tyhZ8+eVK5cuczbf1u7du0C4MMP1S+pBXimxkl3w4bZiZw6zusGMOwziLRXr4g6Ea7qUIokkUgYOncBmc8e8DJy71udI/P5IxK3/cDjbT/Q9qPGXLl8meHDhyOR/K/g4q+//spff/3F8uXLSyp0QRAEoQTUqFGDmjVr5hkp6OzsjKOjI76+vnlumF68eJFDhw7h6elZhpEWj0i6BUEodywtLdmyZQs7d+4kJSWFgIAATpw4Uaa9WTnFyAYNGlRmbZaECxcuULOmHiYm6jefG+D5c/VNunOWDcu8m6DiSPKn17o9Wnr6nNnzh6pDKZYmHd2pZmfP8/D1ZKW9KvZxCnkmz09v48GaMRi/vMXvv//O3j178h391K5dO77++mumT59OTExMSYYvCIIglAKJRMLq1auJioqid+/enDlzhoSEBLZs2ULXrl1xc3Nj1KhRqg4zD7FkmCAI5VbXrl1p27Yt3333HcuXL+fy5ct06tQJa2vrUm03JSWF+Ph43N3dizX/SF1kZWWRmPiQHj1NVB1KgV68zL5xoo5zuqtXr4REW1tte7qlUilSh7qc37+Xod8vREdX/T7D/xrt68+cXp15fvI3KrXzKnL/tDvRvDjkT/rjW4wbN465c+cWWU9h/vz57Nu3Dw8PD06cOIG2trg0EgRBc92JL52VH8q6jcK0bNmSU6dOMWfOHDp16kRSUhIAX331Fb6+vmhpqV/HgfjLIghCuWZiYsJPP/3E4MGDGTVqFGvWrMHZ2Zn27dtjaGhYKm3u3r0buVzOkCFDSuX8peXMmTPIZFk0UtP53AAvX8iRSCQYGKhfkRQAAwMd5PfUs5gagGFfD57PmsCViL9o9KmrqsMpkm39hjg2a0HM2T8wdu6MTkWLfPeTp77k2bEQXkXuw9mlMav3/I6Li0ux2jAwMCAkJISPP/6Y+fPn891335XkWxAEQSgTZmZmGBoassxnbJm0Z2hoiJmZ2RsdExwcnO/2tm3bolAo8nxdmIYNG/L7778D2Z0Gw4YNY+vWrYwfP14571udiKRbEIRy7a+//uK3337j559/5syZM6xatYpp06bh7+/Pp59+irOzc645nu8qIyODq1ev0qFDB2WxJk2xZ88epFJo2FD9hm7nePUqC0ND3RL9npWkyqYGPLx9S9VhFEi/VVte6RtwZvdOjUi6AUb/FMCEVo15FhaMeY9puV5TKBQkXznKy7/WoCOR4+fnx+jRo9+4l6N58+ZMnz6duXPn0qVLF5ydnUvyLQiCIJQ6GxsboqOjSUxMLJP2zMzMsLGxKZO2iiKVSgkMDGTFihWEh4eLpFsQBKEsJScn4+HhwYcffgiAlpYWo0ePplevXkyZMoW1a9dy4cIF2rdvX2LV7vfs2UNmZqZaFvEoysWLF6ldWw9DQ/Ut95GcnIWRkfoOi65evRL3YtVzTncOad0G/H1wLxlpqejqq++ohhwVqpjRsmcfIn7fRPrdaPSsstdmTb8Xy/Ojq0m9E02/fv3w9fXF0tLyrduZNWsWu3fvxsPDg3PnzqGnp74/Z8Kbs7Oz49Yt9b0hpi5sbW1FIVoNZmNjozaJcFmTSqV8/fXXqg6jQOp7ZSUIgvCO5syZw6NHj1i2bFmu7VWrViUkJIRjx45hbm5OcHAwmzdvfue7w5mZmURFRdGmTRtq1KjxTucqa1lZWSQlPcbFRb2TsNRUBSYm6tsTX7NmVbKePyMrNUXVoRTI6POhZKSlcelYmKpDKTaPOQvQ0Tfk6eFVZL54zJNdi3mwbhI1K+lw5MgRNm3a9E4JN4Curi5r164lNjaWWbNmlVDkgrq4deuWyldV0YSHuDEhCKVDJN2CIJRLly5dYunSpXz33XfY29vnu88nn3zCuXPnCA0NJTk5mYCAAHbt2sWrV8WvlPy6AwcOIJPJNLKXOyIigsxMBY0aqW9CC5CWloWJifreGKhfP2fZMPWd163XvCVaBoac2a0ZVcwBtHV06DJ6LOn3r3Lv1+HoP4pi1apVRF74m3bt2pVYOw0bNmTu3LksWrSI48ePl9h5BUEQhPebSLoFQSh3srKyGDVqFA4ODkyePLnQfaVSKQMHDuTatWssWrSI69ev4+fnR1hYGBkZGW/U5sWLF2nevDmOjo7v+hbK3L59+9DSgvoN1DvpTk9XUKGC+ibdTZpkj3CQ31XPCuY5tOp/SOThA6SnqG+PfI5MmYyjG0I4sj4ILW0dPId6cOP6NYYPH14qFWqnTJlCixYtGDp0KMnJySV+fkEQBOH9I5JuQRDKndWrV3Py5El++eUXdHWLV+VaT0+PiRMnEhcXx7hx4zhx4gQ///wz58+fL9b63keOHCEjI4MvvvjiXcNXiUuX/sHRUR99ffX+syCTSdR6eHmNGuagpaXWPd0Ahv2/QJaRzj9/HVZ1KAVSKBT8fXAfPl0/Y/2cGfRwdyfu5g3WrFlT5DJg70JLS4uQkBDu3bvHN998U2rtCIIgCO8P9b66EgRBeEMPHz5k6tSpfPHFF7Ru3fqNj69UqRKLFi3i6tWrdOnShV27dvHrr78SGxtb4BIWWVlZnD9/HicnJ5ycnN71LZS5zMxMnj5NwsVFfZPZHPIsMDZW3zilUin6+rrI76p30q3n0gwtQyO1HGKuUCi4HB7G/H7d8Rs7jPo17fn7778JDg7G2tq6TGKoXbs2CxcuxN/fn4MHD5ZJm4IgCEL5JZJuQRDKlUmTJqGlpcXChQvf6Tx2dnaEhoZy7tw56tWrx6ZNm1i7di1xcXF5ku+IiAjS0tLw8vJ6pzZV5ejRo8jlCpzUeH3uHFlyMDZW76rSFU10kd9V7wrmAFoNnbl49BCpb1nDoKS9nmwvHTaIKno6HDhwgAMHDtCoUaMyj2fMmDF89tlnfPHFFzx79qzM2xdKl0QiKfTh6enJxYsX0dPTY+fOnbmO3bp1K/r6+ly+fLnI8/j4+ORpWyaTMXXqVBo2bIiRkRHVq1fHw8ODe/fuFRqzTCZj7ty51KxZE319fZycnNi3b1+ufUJDQ7G2tqZy5cpMmTIl12vx8fE4ODjw4sWLt/vQBEF4ayLp1mB2dnZF/rJ/nx92dnaq/hYJZezw4cOEhoayaNEizMzMSuScjRs35siRI+zevRtTU1PWrl1LSEgIN27cUCbfp06dwtHRkaZNm5ZIm2XtwIEDaGtDvXrqncwCyOUKjIzUt6cbwNKyIpm341UdRpGMBg4jUybj4lHV9uTml2zv27ePkydP0KFDB5XFJZVKCQoK4uXLl2q9DI3wdu7fv698/PTTT1SoUCHXtmXLluHk5MR3333HyJEjefLkCQCPHj1i9OjRzJkzh7p16+Y6ZtKkSdSvXz/XtvzqiqSkpPD333/z3Xff8ffff7Nt2zauXr1Kt27dCo155syZ/Prrr6xYsYKoqChGjx5Nz549uXDhAgCJiYkMHz6cxYsXs3//fkJCQti9e7fy+C+//JIFCxaU6vQMQRDyJ9bp1mA5y18I+ZNIJKoOQShDaWlpfPnll7Ru3brEq4dLJBI6d+5Mp06d2L17Nz4+Pqxfvx5ra2uqVq1KamoqXl5eGvszFxV1hfr1DdDVVf/7sJmZWWo9vByy53VfiExAkZGBpJg1BVRBt2EjtIyMObN7Jy269izz9hUKBVci/mLniqVcjzxP8+Yt8Nu3D1dXV7X5v2Rtbc3y5cvx9PSkZ8+e9OjRQ9UhCSXEwsJC+bWpqSkSiSTXthzTp09n586djB07lk2bNjFq1Chq167N5MmT0dLSynWMsbEx2tra+Z7ndaampnmmLaxYsYJmzZqRkJBQ4DrL69atY8aMGXTu3BnITqL379/PkiVLWL9+PTdv3sTU1JR+/foB0K5dO6KionB3d2fDhg3o6urSq1ev4n1AgkZKSEh45+VPi8vMzOy9XRP8bYikWxCEcmHBggXEx8fzxx9/lNoFu0QioUuXLri7u7N//35mz57NmTNnkEqlyGQysrKykErVP3F9XVpaGs+fP6Vb90qqDqVIGRlZZGUp1H54eb16H7Bt2znkD+6ibaPe67VrOTXh0rEjpLx8gaFJ2fR+aUKy/ToPDw+2bdvGyJEj+fjjj6lataqqQxLKUE5hPRcXFwYOHMj+/fuJjIws8cr5z58/RyKRULFixQL3SU9PR18/901HAwMDIiIigOxaBCkpKVy4cAFbW1vOnj2Ll5cXSUlJzJo1i6NHj5ZozIJ6SUhIoK5jHVJS08qkPUMDfaJjYt8o8fb09CQkJIRRo0bxyy+/5HptzJgxBAQEMHToUIKDg3n06BHfffcde/fu5eHDh1SqVAknJyd8fHz46KOPgOxRv/9dW97Kyorhw4czZ86cQmOJi4sr01GxIukWBEHjxcbGMn/+fL755hvq1q1b6u1JJBI6duyIm5sbGzduJCAggBkzZmBra8vgwYNxc3NDR0en1OMoCYcPH0Yuh0YaMJ/7yZNMALVepxvAxcUOAPnd22qfdBsN8uLpiTAuHNpPy559S7WtTJmMc/t2cWDNL8Rfuaz2yXYOiUTCypUradCgAaNGjWLevHmqDkkoBqlUioODQ4n8bNWtWxdvb28WLFjA//3f/+Hg4FACEf5PWloa06ZNY+DAgYUO/XZzc2Pp0qW0bt2amjVrcvjwYf744w/kcjmQXQg0JCQEDw8PUlNT8fDwwM3NDS8vL8aNG0dcXBzdunVDJpPh4+NDnz59SvR9CKqVmJhISmoa63saUNe8dDsAoh9nMXh7KomJiW/c221tbc2mTZvw9fXFwCD773laWhobN27Mda7evXsjk8kICQnB3t6ehw8fcvjwYZKSknKdb+7cuYwYMUL5XEtLCwMDA0aPHq3c1rRpU0aOHJlrP3Nz8zeK+12JpFsQBI2mUCgYM2YMH3zwATNmzCjTtiUSCQMHDmTgwIGcOnWKBQsW8OOPP7J69Wr69etH165dMTY2LtOY3tShQ4fQ1ZVQp4569x4DPHmSfWGp7j3ddetaglRK5t3bqHekoFu3IVrGJpzZs7PUku7UVy859tsGDq8NJPHeXTp0cGWl71Lat2+v1sn266pVq8Yvv/xCnz592LFjh6rDEYopODiYoUOHvvN5Xr16xebNmzE0NCQ8PLxEl5KTyWT079+frKws/P39C9132bJljBgxAkdHRyQSCTVr1uSLL74gKChIuU/Pnj3p2fN/00XCwsK4dOkSfn5+1KpVi40bN2JhYUGzZs1o3bq1GLlRDtU1l+JiWbIjMUqSi4sLN2/eZNu2bQwaNAiAbdu2YW1tjb29PQDPnj0jIiKCsLAw2rRpA4CtrS3NmjXLcz4TE5N8p3S8fv2lpaVV4H5lRSTd5YynpyfPnj1jx44dyiEcANra2lhbW9OrVy/mzJmDkZER8fHx1KhRAy0tLW7duoWVlZXyPPfv38fa2hq5XF7o8AsfHx82bdrE7du30dXVpXHjxvz44480b968WPFu2rSJAQMG0L1791wXMqGhoUybNo3k5GSGDRvGokWLlK/Fx8fj6urKuXPnRDEQgdDQUI4cOcK+ffuUd0xVoUWLFuzYsYOoqCjlUkOrVq2iY8eO9O7dm5o1a6ostsLExETTsKE+Ojrqn/wkJWWvl67uc7q1tbXR1dNV+7W6c2g7N+NKRBjJz59hZFqxxM77+HYCh9etIWLrJmRpaQwcOJCJEyfy4YcfllgbZal3795ER0crC2oJ6k0qlZZYccspU6agq6vLiRMn+Oijj1i7di0eHh7vfF6ZTMbnn39OXFwcR44cKfKaxtzcnB07dpCWlsaTJ0+oXr0606ZNo0aN/EfUpKenM2bMGNavX8/169fJzMxUJjAODg6cPn2arl27vvP7EIQ3lXOzKCfpXrNmDV5eXoSFhQHZCbOxsTE7duygRYsW6Omp+y3soomku5zr2LEjQUFByGQywsPDGT58OMnJyQQEBCj3qV69OmvXrmX69OnKbSEhIVhZWZGQUPiyNw4ODvj5+WFvb09qaiq+vr64urpy/fr1Iodt3Lp1i8mTJ/PJJ5/k2p5TfTM4OBh7e3vc3d1p27Yt7u7ugKi+KfxPUlISEydOpF+/fri5uak6HADq1atHcHAw8+fPZ+XKlQQEBLB9+3ZcXFzo06cPn3zyCdra6vGrNy0tjRcvnuPsXFnVoRTLs2fZw8vVPekGqGCsy4s76r9sGIDRkOEkhR/m74P7+KRP/3c6l0KhIPbMSQ6FBBJ55AAVTE0ZN2YM48aNy3VjV1M5OjqqOgShjB08eJDVq1cTHh6Ok5MT8+bNw9vbmw4dOmBpafnW581JuK9du8bRo0epUqVKsY/V19fHysoKmUzG1q1b+fzzz/Pd7/vvv6dTp064uLhw4cIFMjMzc7WfMyxdEMrakCFDmD59OvHx8UgkEo4fP86mTZuUSbe2tjbBwcGMGDGCX375BRcXF9q0aUP//v3z3LidOnUqM2fOVD6fN28e48ePL8u3UyyaVfFHeGN6enpYWFhgbW3NwIEDGTRoUJ6hcUOHDs01NAmKPyRr4MCBtG/fHnt7e+rXr8/SpUt58eIF//zzT6HHyeVyBg0axJw5c5RDSXK8Xn2zadOmyuqbgKi+KeQybdo00tPT8fX1VXUoeVhaWjJ79mwSEhLYtGkTBgYGfPvtt/Tp04egoKA8c5JUYe/evWRlQSNn9U9iAZ4/04yebgCLahWQa8CyYQA6tRzRMjHl9K4db32OlJcvOLpxLXN7uLFwSF9S7yUQEBDA3Tt3mD9/Po8ePRKrbQga58WLFwwbNozJkyfTokULAMaPH0/9+vUZOXLkW583MzOTPn36cO7cOUJDQ5HL5Tx48IAHDx6QkZGh3M/DwyNXh8jp06fZtm0bN2/eJDw8nI4dO5KVlZXvcPcrV66wefNm5s6dC2TfMJJKpQQGBrJ7925iYmI0dplLQfOZmZnh7u5OSEgIQUFBuLu751nqtXfv3ty7d4+dO3fi5uZGWFgYLi4uBAcH59pvypQpREZGKh8lMQqlNIik+z1jYGCATCbLta1bt248ffpUWf0yIiKCpKSkNx5ylJGRwcqVKzE1NcXJyanQfefOnYu5uTnDhg3L89rr1TeTkpI4e/YsH374obL6pp+f3xvFJZRPx48fZ9WqVcybN++dehtKm66uLv369SMiIoILFy7QpUsX1q1bR48ePfDx8eHy5csqS0aOHDmCnr6E2rU1Y9jWixeaMacbwNbWHPnjhyjkmUXvrAa0m7Qg+tRxXr7BzSCFQsHVc2cInOrNpJYuhM6ZQcOa9hw4cIArly8zcuRIDA0NSUpKwsXFhd9//70U34EglDxvb29MTU1zVUHOWb/9yJEjrF279q3Oe+fOHXbu3MmdO3do1KgRlpaWyseJEyeU+yUkJHD//n3l87S0NGbOnEm9evXo2bMnVlZWRERE5Kl4rlAoGDlyJL6+vhgZGQHZ13/BwcHMnTuXYcOG4efnVy5Gnwiay8vLi+DgYEJCQvDy8sp3H319fTp06MCsWbM4ceIEnp6ezJ49O9c+ZmZm1KpVS/kobAUAVVKPMY5CmThz5gwbNmzgs88+y7VdR0eHwYMHs2bNGlq1asWaNWsYPHhwsasv79q1i/79+5OSkoKlpSUHDx7Mc7fqdcePHycwMJDIyMh8XxfVN4WiyGQyRo8eTdOmTXNVp1R3jRo1YvXq1SxcuJCgoCB+/vlnZVGczp074+rqiqmpaZnFc/VqLI2cDNDSUv/53AAvX2YhkYChofqufZ2jbl1Ldu++gPzhA7Srf6DqcIpkPGQET47u5/yBPbTtP7jQfV88SeTEjt+J2LKBezdvYGdvz6zvZjJ06NB8L+KrVKlCu3btWLp0KX37lm6FdEF4G56ennh6eubZvmbNmnz3r1WrFsnJyXm2+/j44OPjU2R7dnZ2xbrZmjPUNkebNm2UI/8KkzNc97+6dOlCly5dijxeEMpCx44dlSM7ijtFsF69ehpbzFIk3eXcrl27MDY2JjMzE5lMRvfu3VmxYkWe/YYNG8ZHH33EvHnz2LJlCydPnsw196cw7dq1IzIyksTERFatWsXnn3/O6dOn862I+fLlSwYPHsyqVasKTcxLsvrmiRMnGDJkSLHfj6D+MjIyePToEefOnSvxtVLLQuXKlZk0aRLe3t7s27ePX375heXLl7NixQpatmxJ586d+eijj0p17verV694+fKlxsznBnj1So6+vq5GrIXu7GwH/LtsmAYk3dp2NdEyrcjpXTvyTbqz5HKuHD9G+JYNXDh8AG0tLXr17s3wVStp27Ztkd+TCRMm0K1bN06ePKlcX1UQBEF4f2lpaREdHa38+nVPnjyhb9++eHl58eGHH2JiYsK5c+dYuHAh3bt3V0W470wk3eVcu3btCAgIQEdHh+rVqxfYe92gQQMcHR0ZMGAAdevWpUGDBgX2RP+XkZGRckhHixYtqF27NoGBgbnmIeW4ceMG8fHxuYauZ2Vlz9PU1tYmNjY2T5Xnd62+WaNGDTw8PETSXc40a9YMZ2dnVYfxTrS0tHB3d8fd3Z1Hjx6xYcMGgoKC+Oabb6hcuTLt27fHzc2NunXrlvjSSrt370ahACcNWJ87R3JyFkZG6j+0HODDD61BIvm3grlmJJnaTVty9fAenic+xtQsuxDmndhoTu/awek/t5N47y4NGjTEd+lSBg0aROXKxb9h4+7uTu3atVm6dClbtmwprbcgCILw3ot+nKUxbRRUFNnY2JjmzZvj6+vLjRs3kMlkWFtbM2LECL799tsSabusiaS7nMtJiIvDy8uLMWPG5Kps/jYUCgXp6en5vubo6MilS5dybZs5cyYvX75k2bJlWFtb5znmXatv5hS0EgR1VrVqVby9vfH29iYyMpKQkBA2btzIb7/9hq2tLR06dMDV1TXf/yNvIywsDENDKTVrqv9Q7RwpKQqNKKIGoK+vi7YGLRsG/w4xP7yHw+vWoKOnx9ndO7lzLZaKlSrxed++DB8+nCZNmrzVDSCpVMqECRP46quviI+PL3AZSkEQBOHtmJmZYWigz+DtqWXSnqGBfqGjVvPz3yJo//X60PH58+czf/78QvePj48vVrvF3a80iaRbUBoxYgR9+/YtdgGC5ORkfvzxR7p164alpSVPnjzB39+fO3fu5Jq35+HhgZWVFfPnz0dfX58GDRrkOk9Oe//dDv+rvpnT6/569U0LCwtRfVMolxwdHVm6dCmLFi3i6NGjhIaGsnnzZlavXk29evVo06YNrVu3xtbW9q17wG/cuIazsz5SqWbM5wZIS8uiShXN6Zk3MdQhRUOWDcu8e5v0iCNItLTYFbAcQyMjenTvzoCli3F1dUVX991vznh4eDBjxgyWL1/O0qVLSyBqQRAEIYeNjQ3RMbEkJiaWSXtmZmbY2NiUSVvlgUi6y5msrKy3ngeqra39RnestLS0iImJISQkhMTERKpUqULTpk0JDw+nfv36yv0SEhLeag5mYdU3x44dS3p6uqi+KZRLn332GZ07d2bGjBl06NCBDh06EBAQwJ9//smmTZsICQkhICAAGxsbWrVqRevWrWnQoEGx57c/e/aMV6+SaeRc/HVh1UFamoIKFTSjpxugqrkJN+7cUnUY+VIoFMhv3yI9/DCZxw6Tdi0aPQMDunTqTIcO7Rk2bBiGhoYl2qaRkRGjR4/Gz88PHx+fAocVCoIgCG/HxsZGJMJqSqIQC2dqLIlEkqf6ZceOHalVq5ZYVov8Px9BUHf//PMPTk5O7Ny5s8BaBampqRw+fJg//viDnTt38ujRIypVqsTHH39M69atadasGfr6BSen69atw9/fn1WrP6BGDc0ZXt671y0+/rgBy5er5xqc/zVmTBAHj8ZSdd8pJGpQ/E2RlkpG5DnSzxwn6+wJ0u/eRt/QkK5duvB537506tRJeYOztNy9exc7OzsWLlzIhAkTSrUtQXiduCYoHvE5qb+0tDTi4uKoUaNGoX/rhbJR3O+H6OkuJ54+fcqJEycICwvTqCWUBEHIbd26dZiZmdGxY8cC9zEwMFAu/fLrr79y5swZduzYwY4dO9i9ezf6+vo0bdqUTz75hI8++ijPCJZjx45hYiLFzq54ywKqC7lcohFrdOeoU8eSgwcvk/XkMVrm1VQSQ+bdBDJOH0d25jiyi+eQp6djZWNDt25d6NSpE5999lmJ92gXxsrKiv79+7Ns2TLGjRtXqhX6BeF1hoaGJV6QsjyytbVVdQiCUC6Jv3blhJeXF2fPnmXSpEkaW0pfEN53crmcDRs20L9//wJXGvgvqVRKixYtaNGiBQsWLODq1av88ccf7Nixg/nz56NQKLC3t6dJkyY0adIEZ2dn4uJu0KSJgcZdgMrlaEwhNQAnp+whfvJ7t8ss6Vakp5Hxz9+kn47I7s2+fQttHR1afdKarvPm0alTJxwdHVX6vZ8wYQLr169nx44d9OnTR2VxCO+XlJQU0YP7L9GbLQhlTyTd5cT27dtVHYIgCO/oyJEj3Lt3jyFDhrz1ORwcHJgyZQpTpkzh8ePHHDlyhEOHDnHw4EF+++03pFIpWVlZvEo24MyZFBo00MfQUPVDn4tDLtec6uUAjRvbA9lrdePUpFTaUKSmknHlIrKL55Ff+puM6EtkyWRYfvAB3dzd6dSpE59++ikmJial0v7bcHFxoU2bNixdulQk3YIgCMJ7QSTdgiAIamLdunXUqVOnxCrym5ub069fP/r16wfAzZs3OXz4MEFBQVy/Hsu30x+gpSWhdm0DGn6oQ8OG+tSpo0eVKur5p0HTkm4TE320dHXJvFtyy4bJkxKRXb6I7MpFsqIukh4bhSIzk4pVzHBt05q2w4by6aefUr9+fbUeyTBx4kS6d+/OqVOnaNGiharDEQRBEIRSpZ5XVoIgCO+ZV69esXXrVr799ttSS5bs7e2xt7dnxIgRKBQKrl69yl9//cVff/1FWNhhtvz2EABzcz1q19bGwUEXhzp6ODjoUbFi8SqjlxaZLAu5PEuj5nQDGBnqkH7vzlsdm5X8isyb18i8Hoss5jKKqH9I/zeBr25tTeuWLWk9djRt2rShbt26ap1k/1eXLl2oVasWvr6+bN68WdXhCIIgCEKpEkm3IAiCGti+fTspKSkMGjSoTNqTSCTUqVOHOnXqMHLkSBQKBQkJCZw/f55z585x9uwZduw4y7NnDwCwsNCndm2tf5NwXRwc9DAxKbtEPCkpC9CsOd0AZpWNSLgdV+g+CoWCrMRH2cn19VjkN2JR3LiqTLC1dXSo37AhbXr35OOPP6Zly5Z88MEHymM1KdnOIZVK8fb2Zvz48cTHx2NnZ6fqkARBEASh1IikW4PZ2tpq5MVWWREVOAVNsm7dOlq3bq2y5EMikWBra4utrS29evUCshO6uLi4f5Pws5w9e5rNm87z6lUSAObm+tjYaGU/bHWxsdHBxkaXihWlJf67KSkpE9C8pNvaugpxp+KURYsUL56RefsW8rsJZMbdIOtGLPIbV5E9ewqAiWlFXBo50bhvbxo1akSjRo2oW7cuurp5l3YLDAwkJCSEY8eOlel7Kimenp589913rFixgiVLlqg6HOE95OnpSUhIiPJ55cqVadq0KQsXLuTDDz/Ms//IkSMJDAwkNDSU/v37F3ruixcvsmDBAiIiIkhMTMTOzo7Ro0fz9ddfF3rcjRs3mDx5MhEREaSnp9OxY0dWrFhBtWrZxRjT09MZPnw4f/zxB5aWlgQEBPDpp58qj1+4cCG3b99mxYoVb/JRCOVEQkICiYmJZdKWmZlZma4JHhwcjLe3N8+ePSuzNkuSSLrVhJ2dHbdu3VJ1GIIgqMC9e/c4fPgwK1euVHUouUgkEuWQ9M8//xyArKwsrl27xvnz54mKiiIq6gpRUZfYuTMOuTy7N9rISAdra10sq8MHVjpYWelgWV2HKlW0qFJFGx2dN0/Ik5LkQPY8aXWWlZXFw4cvuH37CXfuJPHiRSqK9DRejBmC/P4dZC+eK/e1srGhiYsLzl07KRNsGxubYt+wMDQ0JDw8nEePHlG1atXSekulxsjIiFGjRuHv78/s2bOpUKGCqkMS3kMdO3YkKCgIgAcPHjBz5ky6dOlCQkJCrv1SUlLYvHkzU6ZMITAwsMik+/z585ibm7N+/Xqsra05ceIEI0eOREtLi6+++irfY5KTk3F1dcXJyYkjR44A8N1339G1a1dOnTqFVCpl5cqVnD9/npMnT7J3714GDBjAgwcPkEgkxMXFsXr1as6dO1cCn4ygaRISEqhb15GUlNQyac/Q0IDo6Jg3Trxv376Nj48Pe/fuJTExEUtLS3r06MGsWbOoUqUKkJ0XeXt74+3tXQqRq4ZIutXErVu3xPINJUyMAhA0xYYNG9DV1dWISs5SqVQ5LP11GRkZXL9+nejoaK5du8a1a9e4ejWGAweu8vDh41z7Vqqk928CLqGKmZQqVbQwM9PGzExbmZhXqCBFS+t//4efPc1OulXV052Skk5i4isSE1/8++9Lnjx5+drXySQmvuL+/SQyMjKVx1Wtao6tnR1tWzTBwWEgDg4OODg4UKtWrXdeH7tVq1YAHD9+nJ49e77TuVTlq6++YvHixaxZs6ZcXVwJmkNPTw8LCwsALCwsmDp1Kq1bt+bx48eYm5sr99uyZQv16tVj+vTpWFpaFjktwsvLK9dze3t7Tp48ybZt2wpMuo8fP058fDwXLlxQ3oQKCgqicuXKHDlyhPbt2xMdHU23bt2oX78+9vb2TJkyhcTERMzNzfnyyy/5v//7P3ED6z2VmJhISkoq66d1pa5NlVJtKzrhCYMX/EliYuIbJd03b97ko48+wsHBgY0bN1KjRg2uXLnClClT2Lt3L6dOnaJy5cqlGHleMpms2Mu0vguRdAuCIKjY2rVr6datG6ampqoO5a3p6uqio6ND69at6d27d67XXrx4QUJCAnfv3uXevXuv/XuHO3cS+Pv8PR4+TMxz49HQUBtjY22MjaUkJ8sAWLx4N+bmFTA01MXQUA8DA1309XWQSiVIJCCRSJFKJa89l/z7XKp8npGRSUZGJmlpMtLTc/6VkZyc/tojg5SUDF68SCUx8QUpKem5YpNKpZibV6FaNQssLCyoV8+CatWqYWNjoxwdYGdnh4GBQal95tbW1tja2hIeHq6xSbeVlRX9+vVj2bJljBs3Di0t1RbsE95vr169IjQ0lFq1ail73HIEBgYyePBgTE1N6dy5M0FBQcyZM+eNzv/8+fNCE4r09HQkEgl6ev8rGKmvr49UKiUiIoL27dvj5OTEunXrSE1NZf/+/VhaWmJmZsb69evR19fX2N8FQsmpa1MFl9oWqg4jX2PHjkVXV5cDBw4o/z7a2Njg7OxMzZo1mTFjBtHR0dy6dYsJEyYwYcIEgFzXB/v378fb25vbt2/TqlUrgoKCsLS0VL4eFBTEwoULiYuLw87OjvHjxzNmzBgA4uPjqVGjBps3b8bf359Tp04pp2h89dVXREREkJGRgZ2dHYsWLaJz584l9t5F0i0IgqBCFy9e5NKlS8ybN0/VobyzXr160b17d3744Ydc2ytUqECDBg1o0KBBgcdmZmby4MED7t27x71793j69CnPnj1T/puYmEhUVBQKRSVu3nzFy5dJvHqVTHLyK1JT07KLkWUp/v03i6ysrEJj1dHRQV9fDwMDffT1DdDX18fExIQKFUwxNjbB0tIEExMTTE1NqVatWp5HlSpV1CJB/OSTTwgPD1d1GO9kwoQJhIaGsnnzZrp06aLqcIRyQiqVYmxsXOR+u3btUu6XnJyMpaUlu3btQiqVKve5du0ap06dYtu2bQAMHjyY8ePHM3v27Fz7FebkyZP89ttv7N69u8B9WrRogZGREVOnTmXevHkoFAqmTp1KVlYW9+/fB7J70P/55x/q1auHmZkZv/32G0+fPmX27NkcPXqUmTNnsmnTJmrWrMmaNWuwsrIqVnyCUNqSkpLYv38/P/74Y54b0hYWFgwaNIjNmzdz7do1GjVqxMiRIxkxYkSu/VJSUli8eDHr1q1DKpUyePBgJk+eTGhoKACrVq1i9uzZ+Pn54ezszIULFxgxYgRGRkYMHTpUeZ6pU6eyZMkSgoKC0NPTY+TIkWRkZHDs2DGMjIyIiooq1u+PNyGSbkEQBBVat24d5ubmuLm5qTqUdyKTyYiJiVHeTX5T2trafPDBB8qq3CVBocidhGdlZaFQKNDR0UFbu3z8+WvVqhUbN27k1atXJX6BUFYaN25MmzZtyqxyv/D+2Lx5s7IeRUHatWtHQEAAkJ0U+Pv706lTJ86cOaMsyBoYGIibmxtmZmYAdO7cmWHDhnHo0CFcXV2LjOPKlSt0796dWbNm0aFDhwL3Mzc3Z8uWLXz55ZcsX74cqVTKgAEDcHFxUd7k09HR4eeff851nKenJ+PHjycyMpIdO3Zw8eJFFi5cyPjx49m6dWuR8QlCWbh27RoKhYK6devm+3rdunV5+vQpcrkcLS0tTExMlFM/cshkMn755Rdq1qwJZE9Rmjt3rvL177//niVLligLwtaoUYOoqCh+/fXXXEm3t7e3ch/Ing/fu3dvGjZsCGRPBylp5eOqQxAEQQNlZmYSGhrKgAEDymQ+UWmKi4sjMzMzz1xvVZJIJP8OLy+8J0omkzFixAjmz5+fa4iaJvjkk0+Qy+WcOnWK9u3bqzqctxYaGsrx48dVHYZQjkilUjp16lTkfkZGRtSqVUv5vHHjxpiamrJq1Sp++OEH5HI5a9eu5cGDB7lu1snlcgIDA4tMuqOiovj0008ZMWIEM2fOLDIeV1dXbty4QWJiItra2lSsWBELCwtq1KiR7/5HjhwhKiqKwMBApkyZQufOnTEyMuLzzz/Hz8+vyPYEQV3kDCEvrCaToaGhMuEGsLS05NGjRwA8fvyY27dvM2zYsFw95JmZmXmm7zVp0iTX8/Hjx/Pll19y4MAB2rdvT+/evfNdweBdiKRbjb2+lIW2tjbW1tb06tWLOXPmYGRkpNxv69atrFixggsXLiCXy7G3t6dPnz589dVXueYOpaamUr16dSQSCXfv3s0ztOP1Cur6+vrY2toybNgwJk+eXOh/AB8fHzZt2sTt27fR1dWlcePG/PjjjzRv3rzAY1atWsXatWu5fPkykP1Hbt68eTRr1ky5T2hoKNOmTSM5OZlhw4axaNEi5Wvx8fG4urpy7tw5UTBE0FiHDx/mwYMHDBkyRNWhvLPY2FgAtUq6i+vp06eEhITQs2dPunfvrupw3oijoyOVK1cmPDxco5NuKyurInskBaEs5NyoS03NrgC9Z88eXr58yYULF3JNKYmJiWHQoEE8efIkz/zvHFeuXOHTTz9l6NCh/Pjjj28UR06v+pEjR3j06BHdunXLs09aWhpjx45lw4YNaGlpIZfLlYmLTCZDLpe/UZuCUJpq1aqFRCIhKiqKHj165Hk9JiaGSpUqKX/28/PfDgqJRKL8mc+ZVrZq1ao8Och/p4O9nkcBDB8+HDc3N3bv3s2BAweYP38+S5YsYdy4ccV+f0Up3kQUQWU6duzI/fv3uXnzJj/88AP+/v5MnjxZ+fqMGTPo168fTZs2Ze/evVy+fJklS5Zw8eJF1q1bl+tcW7dupUGDBtSrV085L+m/5s6dy/3794mOjmby5Ml8++23RS5j5ODggJ+fH5cuXSIiIgI7OztcXV15/PhxgceEhYUxYMAAjh49ysmTJ7GxscHV1ZW7d+8C2RUYhw8fzuLFi9m/fz8hISG55kF9+eWXLFiwQCTcgkZbt24djo6ONG7cWNWhvLPY2FiMjY2pXr26qkN5Yzl/fJOTk1UcyZuTSqW0atWKiIgIVYciCBopPT2dBw8e8ODBA6Kjoxk3bhyvXr2ia9euQPbQcnd3d5ycnJS1KRo0aEDv3r2VS4Ll58qVK7Rr144OHTowceJEZRuvXxvdvXsXR0dHzpw5o9wWFBTEqVOnuHHjBuvXr6dv375MmDAh3xuac+fOxd3dHWdnZwBatmzJtm3b+Oeff/Dz86Nly5Yl+VEJwjupUqUKHTp0wN/fX3lTK8eDBw8IDQ2lX79+SCQSdHV13/imUbVq1bCysuLmzZvUqlUr16OgkSKvs7a2ZvTo0Wzbto1JkyaxatWqN2q/KKKnW829vpTFwIEDOXr0KDt27CAgIIAzZ84wb948fvrpJ77++mvlMXZ2dnTo0CHP4vE5lTcVCgWBgYH5zp97ff7E8OHDCQgI4MCBA4waNarAGAcOHJjr+dKlSwkMDOSff/7hs88+y/eYnIIHOVatWsXvv//O4cOH8fDw4ObNm5iamtKvXz8ge85VVFQU7u7uyuWVXp+LIQia5tWrV2zfvp0ZM2aUi+XtYmJiqFOnjka+l5xRP5qYdEP2EPPZs2eX2bInglCe7Nu3TzmtxMTEBEdHR7Zs2ULbtm15+PAhu3fvZsOGDXmOk0gk9OrVi8DAwFzXYDm2bNnC48ePCQ0NzXXNY2trS3x8PJDdGx0bG0tKSory9djYWKZPn05SUhJ2dnbMmDFDWcH5dZcvX2bLli1ERkYqt/Xp04ewsDA++eQT6tSpk2/cgqBKfn5+fPzxx7i5ufHDDz/kWjLMyspKOSLEzs6OY8eO0b9/f/T09Art/X6dj48P48ePp0KFCnTq1In09HTOnTvH06dPmThxYoHHeXt706lTJxwcHHj69ClHjhwpcO752xJJt4YxMDBAJsteOic0NBRjY+MCCxdVrFhR+fWNGzeU60MqFAq8vb25efNmgYUCFAoFf/31F9HR0dSuXbvY8WVkZLBy5UpMTU1xcnIq9nEpKSnIZDLlcPjatWuTkpLChQsXsLW15ezZs3h5eZGUlMSsWbM4evRosc8tCOpo27ZtpKSkMHjwYFWHUiJiY2M1cmg5ZPcWGxgY5Lrw1SStWrVS/r58fYqOIAiFCw4OJjg4uMDXq1Wrprzmys/y5csLfM3HxwcfH59C27ezs8uzVOKCBQtYsGBBoccBNGjQgGvXruXaJpVK8ff3x9/fv8jjC7tB+vqNAUHzRCc8Uds2ateuzblz5/Dx8aFfv348efIECwsLevTowezZs5V5wNy5cxk1ahQ1a9YkPT09z/+TggwfPhxDQ0MWLVrEN998g5GREQ0bNsTb27vQ4+RyOWPHjuXOnTtUqFCBjh074uvr+1bvsSAi6dYgZ86cYcOGDcre42vXrmFvb1+sno01a9bQqVMnKlWqBGQPW1+zZk2epX2mTp3KzJkzycjIQCaToa+vz/jx44s8/65du+jfvz8pKSlYWlpy8ODBYt+VApg2bRpWVlbKOYmVKlUiJCQEDw8PUlNT8fDwwM3NDS8vL8aNG0dcXBzdunVDJpPh4+NDnz59Cjx3eno6Bw8eJDMzs9jxCEJpCwgIoG3bttjY2Kg6lBIRGxtbaFVedWdkZKSxPd0uLi4YGBgQHh4ukm5BEIqlsCRGE0csCdl1AAwNDRi84M8yac/Q0OCNrvVz2NraEhQUVOg+LVq04OLFi7m2eXp64unpmWtbjx498vwsDxw4MM8o3Bz53egCWLFiRTEifzci6VZzOetHZmZmIpPJ6N69u/IHQ6FQFOsXo1wuJyQkhGXLlim3DR48mAkTJjBnzpxcxQWmTJmCp6cnjx8/ZsaMGXz66ad8/PHHRbbRrl07IiMjSUxMZNWqVXz++eecPn2aqlWrFnnswoUL2bhxI2FhYejr6yu39+zZk549eyqfh4WFcenSJfz8/KhVqxYbN27EwsKCZs2a0bp16wLbOnTokHJuliCok/9Os9BUSUlJPH78GEdHR1WH8tYMDQ01tqdbV1eX5s2bEx4ezqRJk1QdjiAIgqACNjY2REfHkJiYWCbtmZmZlZuOg7Igkm41l7N+pI6ODtWrV8/Vq+3g4EBERESR8/j279/P3bt3lfOjc8jlcg4cOJBrSQ0zMzNl0YGtW7dSq1YtWrRoUWRV3JwlN3L2r127NoGBgUyfPr3Q4xYvXsy8efM4dOhQoaX509PTGTNmDOvXr+f69etkZmbSpk0b5edw+vTpAhNrd3d35bp/gqAutLS0ck0B0WSaXLk8hyb3dEP2vG5/f/9i34wVBEEQyh8bGxuRCKspiaK4g+SFUvV6yfscnp6e7Nixg+fPn6soKs2mp6dHWlqaqsMQhHIvODiYL774guTkZAwNDVUdzltp2rQpzs7ORa7WoK4OHjyIq6srUVFRJV78RRDKg/yus95XRX0W4rNSb2lpacTFxVGjRo1cI0QF1Sju90P0dKu558+fi198b0n09ghC2YiJicHGxkZjE27Q7OHlkD3/TSqVEh4eLpJuQRAEQVAzYp1uQRAE4Z3ExsZq9Hxu0Pzh5SYmJjg7O4v1ugVBEN4TolNOPRT3+yCSbjVW2DIWgiAI6kKTlwvLoelJN2QvHRYeHq7qMARBLenp6SGRSMRDIsHW1lbV3w7hHeTUcdLk0VnlSc73oajVpETSLQiCILy1zMxMrl+/rvFJt6YPL4fsYmrx8fHcuXNH1aEIgtrJWev39cfQoUPp3r17nu0KhYI2bdrw9ddf59m+fft2AOXz3bt3I5FIuHnzpnJbXFwcEomEPXv25Hvu/z6ysrI4dOgQhoaGHDhwoMD9hgwZQrdu3XJt+/vvvwGU7bdo0YLly5cjk8no3bs306ZNQ6FQ0KFDB7Zv345CoRBrcGu4nEKsjx494smTJ6SmppKWliYeZfxITU3lyZMnPHr0iIoVK+ZaDSo/Yk63hilqnvLQoUMJDg5W7nfy5ElatGihfD09PZ3q1auTlJTE0aNHadu2rfK1Xbt2sXjxYs6fP49cLqd+/fqMHTs2z5p4/+Xj48OmTZu4ffs2urq6NG7cmB9//JHmzZsXeMyVK1eYNWsW58+f59atW/j6+uZZuD40NJRp06aRnJzMsGHDWLRokfK1+Ph4XF1dOXfuHBUqVCg0PkEQSk9cXBwymUwML1cDrVq1AiAiIoL+/furOBpBeD+4ublRvXp1goODmTNnDgBBQUFUr14dV1fXQo99/vw5VlZWpKeno6Wlhb+/Px06dChw/wcPHmBnZ5drW7Vq1ZSv1ahRg9WrVzNmzBgWL15My5YtmT59OmvXrsXQ0JCmTZvi5ubGjRs36N+/Pz/88MO7vXlBZSwsLAB49OiRiiMRKlasqPx+FEYk3Rrm/v37yq83b97MrFmzlMv1ABgYGCi/tra2JigoKFfSvX37doyNjUlKSsp13hUrVuDt7c3UqVPx9/dHV1eXP/74g9GjR3P58mUWL15cYEwODg74+flhb29Pamoqvr6+uLq6cv36dczNzfM9JiUlBXt7e/r27cuECRPyvJ6YmMjw4cMJDg7G3t4ed3d32rZti7u7OwBffvklCxYsEAm3IKhYeVguDLKTbk3v6a5WrRq1a9dm2bJlREZGqjocQVApqVTKyJEj8ySpJU1LS0vZ4TF79mwkEgkhISF4enoW2fNlYmJCZGQkr1694vDhw0ycOBF7e/tcHSL/9d/Ol5z5pDnb69evz19//aV8/cmTJ/j4+HDs2DHGjRtHy5Yt2bZtG02bNqV58+YFLrcqqDeJRIKlpSVVq1ZFJpOpOpz3lo6OTpH/z3OIpFvDvH4nxdTUFIlEUuDdlaFDh7J8+XJ++uknZTK+Zs0ahg4dyvfff6/c7/bt20yaNAlvb2/mzZun3D5p0iR0dXUZP348ffv2LbDneuDAgbmeL126lMDAQP755x8+++yzfI9p2rQpTZs2BWDatGl5Xr958yampqbKtcXbtWtHVFQU7u7ubNiwAV1dXXr16pXvuQVBKDuxsbEYGRlhZWWl6lDeiaGhocb3dAOMGDGCX3/9ld9//13VoQiCSkmlUj777LO3TrorVKiQ75Ktz549y3PD38vLi/nz53PkyBEAEhIS+OKLL4oVY61atQBo1KgR0dHRzJ8/v8Ck28LCggcPHuTaltPTmdPj/V8TJkzA29ubDz74gLCwMH744QeMjIxwd3cnLCxMJN0aTktLq9hJn6BaIukuxxo3bkyNGjXYunUrgwcP5vbt2xw7doyff/45V9L9+++/I5PJmDx5cp5zjBo1im+//ZaNGzcWOlw8R0ZGBitXrsTU1BQnJ6e3jr127dqkpKRw4cIFbG1tOXv2LF5eXiQlJTFr1iyOHj361ucWBKHkxMTE4ODgoPFL9JWH4eUAU6ZMYcqUKaoOQxA0nqOjI3v37s2z/ezZs3lG9tSsWZM2bdoQFBSEQqGgbdu21KxZ843bVCgUpKenF/j6Rx99xLfffktGRga6uroAHDhwgOrVq+d7c+Hw4cPExMQoC/PK5XJlr6joHRWEsiUKqZVzX3zxBWvWrAGy5xh17tw5z5Dvq1evYmpqiqWlZZ7jdXV1sbe35+rVq4W2s2vXLoyNjdHX18fX15eDBw9iZmb21nFXqlSJkJAQPDw8aNasGR4eHri5uTF58mTGjRtHXFwczs7ONGjQQPToCIIKlYflwqB8DC8XBOHNPX/+nMjIyFyPhIQExowZw40bNxg7diwXL17k6tWr/PzzzwQGBuZ7Y2vYsGFs27aN7du3M2zYsCLbnT9/PgcPHuTmzZvExMSwdOlS1q5dy+DBg5X7+Pn55RoxOHDgQPT09PD09OTy5cts376defPmMXHixDw3PlNTUxk7diwrV65EKs2+3G/ZsiU///wzFy9eZOvWrbRs2fJtPzZBEN6Q6OlWE7a2tqXSUzR48GCmTZvGzZs3CQ4OZvny5W98DoVCUWRs7dq1IzIyksTERFatWsXnn3/O6dOnqVq16tuGTs+ePenZs6fyeVhYGJcuXcLPz49atWqxceNGLCwsaNasGa1bty6wrQcPHrBy5UoyMzPfOhZBEPJX2DQSTWJkZERGRgaZmZloa4s/jYLwvggLC8PZ2TnXtpw52uHh4cyYMQNXV1fS0tJwcHAgODiYvn375jlP7969+eqrrwCKNf0tOTmZMWPGcOfOHQwMDHB0dGT9+vXKaXWQXd/mxo0byuempqYcPHiQsWPH0qRJEypVqsTEiROZOHFinvPPnTuXLl260KhRI+W25cuXM3DgQFq3bs3AgQPp3bt3kXEKglAyJAqxsrpak0gkBS66HhwcjLe3N8+ePcv3uO3bt9OjRw/69u1LYmIisbGx3L59m5cvX1KpUiVl9XJfX18mTpzI3bt3qV69eq7zZGRkULlyZYYPH85PP/1U7Lhr166Nl5cX06dPL3JfOzs7vL2981Qvf116ejrOzs6sX78ebW1t2rdvr5zH1LRpU2bNmpVnXlLOZ3fixAkGDx4skm5BKAXa2tqsW7dO43tMfvvtN/r168ezZ88wNTVVdTiCIJSwwq6nhNzEZyUIJU/czn8PeHl50blzZ6ZOnZpvsYXevXvzzTffsGTJEpYsWZLrtV9++YXk5GQGDBjwRm0WNS/pTX3//fd06tQJFxcXLly4kCuBlslkyOXyAo/9+OOPuXnzZonFIghC+WNkZARkr6wgkm5BEARBEEqSSLrfAx07duTx48cFLq9lY2PDwoULmTx5Mvr6+gwZMgQdHR3++OMPvv32WyZNmlRgEbXk5GR+/PFHunXrhqWlJU+ePMHf3587d+7kGn7l4eGBlZUV8+fPB7J70KOiopRf3717l8jISIyNjZWVPHNcuXKFzZs3K5fAcXR0RCqVEhgYiIWFBTExMcpK6IIgCG8jJ+keMmQIhoaGKo5GEIR3JZVK8fHxyTW8WhAEQVVE0v0ekEgkRRY1mzBhAjVr1mTx4sUsW7YMuVxO/fr1CQgIKHTZCy0tLWJiYggJCSExMZEqVarQtGlTwsPDqV+/vnK/hIQEZSEPgHv37uWaQ7V48WIWL15MmzZtCAsLU25XKBSMHDkSX19f5UWxgYEBwcHBjB07lvT0dPz8/DR+uSJBEFTLycmJ/v37l4sK5oIgCIIgqBcxp1vNiXk1b098doIgCIIggLgmeBPisxKEkieWDBMEQRAEQRAEQRCEUiKSbkEQBEEQBEEQBEEoJWJOtyAIgiAIglCu6enpIZFIVB2GRtDT01N1CIJQ7oikWxAEQRAEQSjX0tPTxTzlYhI3JwSh5Inh5YIgCIIgCIIgCIJQSkTSLQiCIAiCIAiCIAilRAwvV3O2trZimM9bsrW1VXUIgiAIgiAIgiC858Q63YIgCIIgCEK5JtaeLj7xWQlCyRPDywVBEARBEARBEAShlIjh5YIgCIIgCEK5JqbrFZ+YnicIJU8MLxcEQRAEQRAEQRCEUiKGlwuCIAiCIAiCIAhCKRFJtyAIgiAIgiAIgiCUEpF0C4IgCIIgCIIgCEIpEUm3IAiCIAiCIAiCIJSS/wdYUatMn5RMTgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w_rp, title='Risk Parity Tail Gini Range', others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                 height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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f6fGTkpKCs846y9afSL+/31AZGRn41a9+hW+//dZy7Fq2bNngr2YE/xmoFi1aRLVeMI/Hg27duiE9PR0AMHHiRIwbNw7nnHMOXnjhBbzwwgv45JNPsGnTJnz++ed4+OGHbW9fsK+++gpA4MK7U6dOGDFiBO6//348/fTTKCgoiHgxHUv7Pdp1gRPf9wkJCTAMQ/xhSKtWrZCUlGT+6ohVwWOyoV+JCf5wo+42NsX5KNpfwcnOzg77f7fbHXH/N1VO7BtpOxt7TrS7r7du3YpVq1bh0ksvhWEYKC4uRnFxMcaMGQMAWLBggbmuned4q3VO5BzP2M81+WUtxtjPuu7du5tvunX++efD5/Phueeewz//+U/zybihWrVqhdmzZ2P27NnYtWsX3nnnHfz+97/HwYMHsXz5cnO95cuXY+zYsRg6dCg++eQTdOjQwdLUqlUrVFdXo6ysLOzNiqLp5Zdfxg033FDvzbUOHz6MjIyMRn3N0FwuFy644ALk5+ejsLAw7MKnR48eAOD4vxVrZ2ybej9lZmZC07SwN3ALVveHMpmZmeYrS3feeWeDXy8vL6/Bj2/duhWGYdT7+/nz5wMABgwYIDpXrlxp+z0ECgoKGnxTp0gZhgFAfqUUAM4880y8+uqr8Hq9YbMQgm9sF/z3de2u11ALFy7Ev//9byxZsgQA8MEHH+C//uu/0LVrVwDALbfcgpdeesny9+nr9tVXX6FTp04RZ6VEerU6lvZ7tOvWrTH7/ujRo4iPjw979bVuLpcLF154IT744APs2bMHp512mri9mZmZ0HUdhYWF9f5u3759AHBCs4siZTUOddu/fz/at29v/r/X68WRI0fMG92EhARUVVXV+7wTuXFzYt9I29nYc6Ldfb1gwQIYhoF//vOf+Oc//1nv7xctWoSHHnoILpfL1nO81Tonco5n7OcaX/FmjJk9+uijyMzMxP333w+/32/rc3Jzc3HXXXdh+PDh2LhxY9jfdejQAZ9//jni4+MxdOjQsKlskTrjjDMAANu2bYt+A2rTNK3eu/2+//772Lt3b6O/Zt2mT58On8+HiRMnRv0GQE7U0Ng29X5KTk5G//798dZbb6G6utr8+PHjx/Hee++FrZuUlITzzz8fmzZtQu/evdG/f/96f+q+uhQs+Gp26LsBb9iwwbzxDt6ERaoppjw3VFFREd577z2cddZZSEhIENe98sorcfz4cfPGLNiiRYvQrl07843L7K5Xt8OHD+O+++7DE088Yf4QxTAMlJWVmescP37ccl811FdffVXvVTbDMPDcc8+hV69e5g+f6hZL+z3adUNr7L7fvn17xH0X2vTp02EYBm699daw4yxYTU0N3n33XQCBY3LgwIH417/+FfaqrN/vx8svv4zTTjutUW+41xSzckJ75ZVXwv7/jTfegNfrxbBhwwAAHTt2xMGDB8N+qFddXY0PP/yw0bbm2jdS0naeyDnRKp/Ph0WLFqFz58749NNP6/357W9/i8LCQnzwwQf1Pld6jpfWiWZ7mvrxxJiq8RVvxphZZmYmpk+fjmnTpmHx4sW4/vrr661z7NgxnH/++bj22mtxxhlnIDU1FevWrTPfzbpubdu2xcqVKzFy5Eice+65+Oijj8RXioIXWl988YX57sHR9qtf/QoLFy7EGWecgd69e2PDhg3461//avnqUDQNGTIETz31FO6++2784he/wG233YaePXuar6AEL9bT0tKa7HueSA2NbXPspwcffBCXXnopRo4ciXvvvRc+nw9//etfkZKSYk7RDfbEE0/gnHPOwdChQ3HHHXegY8eOKC0txdatW/Huu+9ixYoVDX6Pnj17onXr1vj73/+Ojh07Qtd1TJ06FWPGjMFrr72G+fPnm//MTUOlpqaaswEa27XXXovc3Fz0798frVq1wpYtW/DYY4/hwIEDWLhwobneypUrceGFF+L+++/H/fffb378kksuwfDhw3HHHXegpKQEXbp0wauvvorly5fj5ZdfNn+4YHe9uk2dOhUDBw7E1VdfbX5s5MiR+O1vf4tBgwYhJSUFTz75JCZMmBD2eZqm4bzzzov4T/kcPXoU27Ztw7Zt2zBhwgRcc801KC8vx4IFC7B69Wrxd3JP5n4HGt730ezPk7nv/X4/vvrqK9xyyy2W+2DQoEGYO3cuJk2ahH79+uGOO+5Az549UVNTg02bNmH+/Pno1auX+asYDz/8MIYPH47zzz8f9913H+Li4vD000/j+++/x6uvvhr1q9NAYDYAEDiGb7zxRnOafWP717/+BbfbjeHDh+OHH37An/70J/Tp08fch2PHjsX999+P3/zmN/h//+//obKyEk8++aT56yWNtTXHvjmR7WzsOdGqDz74APv27cMjjzxiPseG1qtXL8yZMwfPP/88hg4davkcb/c6wO72RBqz1NTURm0vY8p28t/PjTHmdMF3d123bl29v6uoqDByc3ONrl27Gl6vt947wVZWVhoTJ040evfubaSlpRmJiYlGt27djD//+c9GWVmZYRjh72oerLi42BgyZIjRokWLBr9vaEOHDjVGjRolriO9q3lRUZFxyy23GFlZWUZSUpJxzjnnGJ9//rlx3nnnGeedd169/RDtu5qH9vXXXxvjx4838vLyjPj4eCMhIcHo0qWLccMNNxiffPJJ2LqR3tU8dD+dqCuasbW7n6K1Ll261DjzzDONuLg4Izc31/jLX/5i3HPPPUZmZmY9U0FBgXHzzTcb7du3Nzwej9G6dWtj8ODBxkMPPSRu5+rVq41+/foZcXFxRmZmpjF9+nTD7/cbt912m+HxeIy5c+eKn3+iPfzww8ZZZ51lpKenGy6Xy2jdurVx5ZVXGl999VXYesF38v7zn/9c72uUlpYa99xzj5GdnW3ExcUZvXv3Nl599dVGrxfs448/NpKTk40dO3aEfdzr9Rq/+93vjOzsbKNFixbGrbfeapSXl4d9H1i8Y/YHH3xgADBuuOEGc8xyc3ONMWPGGF9//XXEz2uq7O53w4i876PZnydr33/yyScGAGPDhg2298XXX39t3HjjjUZubq4RFxdnJCcnG3379jXuv/9+4+DBg2Hrfv7558YFF1xgJCcnG4mJicYvf/lL49133w1bJ5pj3DAMY/r06Ua7du0MXdcNAMann34a8WtE+jrB9Tds2GCMHj3aSElJMVJTU41rrrnGOHDgQNjnL1u2zDjrrLOMxMREo1OnTsacOXMafFfzSLZI29Ec+6Zu0Wyn3XOitK/rdsUVVxhxcXH1Hheh/eY3vzHcbrexf/9+y+d4O9cB0W5PQ2PG2M8tzTAaMc+MMcaasSVLlmDs2LHYuXNn2O/DsdispqYGZ511Ftq3b4/8/HynOSxCy5Ytw69+9St888035itQdXvwwQfx0EMPoaSkxHJaN7PfuHHjsH37dvzv//6v0xTWDM2cORMPPPAADh061Cy/U88Yi4041ZwxplxXXXUVBgwYgIcffhhz5sxxmsOi7JZbbsHw4cPRtm1b7N+/H/PmzcPmzZvxxBNPOE1jQp9++il+85vfRLzpBgK/333mmWfyprsJ27ZtG15//fVGTyNmjDEWG/HGmzGmXJqm4dlnn8U777wDv99v69//ZupUWlqK++67D4cOHYLH48EvfvELLFu2DBdddJHTNCb017/+1XKddevWNfheDqzx7dq1C3PmzME555zjNIUxxlgzxqnmjDHGGGOMMcZYMxbVy0hz585F7969kZaWhrS0NAwaNKjBf3ogtJUrV6Jfv35ISEhAp06dMG/evHrrLFmyBD169EB8fDx69OiBpUuX1lvn6aefRl5eHhISEtCvXz98/vnnYX9vGAZmzpyJdu3aITExEcOGDcMPP/wQts7UqVPRokUL5Obm4rXXXgv7uzfeeMN8B1DGGGOMMcYYY6ypiurG+7TTTsNf/vIXrF+/HuvXr8cFF1yAyy+/vN4NbrCCggKMGjUKQ4cOxaZNm/CHP/wB99xzT9i/ibl27VqMHTsW48aNwzfffINx48bh6quvxpdffmmu8/rrr2Py5MmYMWMGNm3ahKFDh+KSSy7Brl27zHUeffRRPP7445gzZw7WrVuH7OxsDB8+HKWlpQCAd999F4sXL0Z+fj4eeeQRjB8/HkeOHAEAFBcXY8aMGXjqqaei2R2MMcYYY4wxxphlJzzVvEWLFvjrX//a4L89+bvf/Q7vvPMONm/ebH5s4sSJ+Oabb7B27VoAgX+bsaSkJOyV84svvhiZmZl49dVXAQADBw7EL37xC8ydO9dcp3v37rjiiivw8MMPwzAMtGvXDpMnT8bvfvc7AEBVVRXatGmDRx55BLfffjseffRRbNy40Xylu02bNnjvvfcwYMAA3HbbbejevTumTJlyIruCMcYYY4wxxhirV6PfXM3n8+HNN99EWVkZBg0a1OA6a9euxYgRI8I+NnLkSDz//POoqamBx+PB2rVr693wjhw5ErNnzwYAVFdXY8OGDfj9738fts6IESOwZs0aAIFX1vfv3x/2veLj43HeeedhzZo1uP3229GnTx/Mnz8fRUVF2L59OyoqKtClSxesXr0aGzduDLupt6qqqgpVVVXm//v9fhw9ehQtW7aEpmm2vw5jjDHGGGOMsdjMMAyUlpaiXbt2lm8GHPWN93fffYdBgwahsrISKSkpWLp0KXr06NHguvv370ebNm3CPtamTRt4vV4cPnzY/KdmGlpn//79AIDDhw/D5/OJ6wT/29A6O3fuBBC4mb/++usxYMAAJCYmYtGiRUhOTsYdd9yBhQsXYu7cufjHP/6BVq1aYf78+ejZs2fEffDwww/jgQcesNpVjDHGGGOMMcZ+5u3evRunnXaauE7UN97dunXD119/jeLiYixZsgQ33ngjVq5cGfHmu+4rwMGZ7aEfb2iduh9rinVmzpyJmTNnhv3/RRddBI/Hg4ceegjfffcd3nvvPdxwww3YsGFDg9sDANOnT8fUqVPN/z927Bhyc3OxY8cOZGZmwufzAQBcLlfYstfrhaZp5rKu69B13Vw2DAPbt29Hx44d4fF4UFNTA5fLBV3XUVNTA7fbDU3TzGUA8Hq9YcsejweGYZjLfr8fPp/PXPb7/XC73RGXfT4fDMOA2+1GdXU1du3ahby8PHNbo92musuN3Sav14uCggJ06tQJmqY1epsijU2021RVVYU9e/agY8eO8Pv9jo6Tz+eDz+fD7t27kZOTA5fL5dg4BbdJ13Xs2LEDp512GuLj4x0bJ+nYcmKcgvZIx9bJHqfgdtTU1GDPnj3Izc2FpmmOjVNwO4DAP7HUvn17xMfHOzZOwWUgMLMqNzcXcXFxjo1TcJtqamqwY8cO83zo1DgFt6myshJ79+41z4dOjVNwuaHzoRPjFLRrmhbxfHgyxym4HX6/H9u3b0deXp75dZwYp4bOh4ZhODZObrcbNTU12LlzJ/Ly8sKOLSfGSdM089jq0KGD+f2dGiev1wu/32/eXHg8HsfGKfTYKigoQE5ODuLj4x0bp+Cyz+dDQUFB2LHlxDgFt6mqqgq7d+8Wj62Tea8RvNbIycmBruuOjVNwOzRNw86dO9G+fXskJCQ0epzKy8uRk5OD1NRUWBX1jXdcXBy6dOkCAOjfvz/WrVuHJ554As8880y9dbOzs81Xo4MdPHgQbrcbLVu2FNcJvnrdqlUruFwucZ3s7GwAgVe+27Zt2+A6dfvxxx/xyiuvYNOmTViwYAHOPfdctG7dGldffTVuvvlmlJSUIC0trcHPjY+PR3x8fL2PZ2ZmRvwcOwVPaunp6eYDw8mCN7upqamOe4L7RgVL0LNjxw6lPAUFBcjIyFDG4/V6kZmZqYyHx5bs2bFjh1L7x+v1okWLFsp4fD6fUseXSufDpKQk7Ny5UxkPz4fWHr/fj7S0NGU8qpwPg8e6Chbgp2NLtbFS6bHs8/mU8qh2bKl2rbpjxw7lzs0neq0R/Fw7v258wm+uduGFFyInJwcLFy6s93e/+93v8O677+Lf//63+bE77rgDX3/9ddibq5WWlmLZsmXmOpdccgkyMjLC3lytX79+ePrpp811evTogcsvvzzszdWmTJmCadOmAQj8bnhWVpb55mqhGYaB8847D/fddx8uu+wy/P3vf8eqVauwdOlSFBcXIzMzE0VFRcjIyLC1D0pKSpCeno5jx46d0I03Y4wxxhhjjLHYKJr7wKj+ObE//OEP+Pzzz7Fjxw589913mDFjBj777DNcd911AAJTsG+44QZz/YkTJ2Lnzp2YOnUqNm/ejAULFuD555/HfffdZ65z7733mv/E148//ohHHnkEH3/8MSZPnmyuM3XqVDz33HNYsGABNm/ejClTpmDXrl2YOHEigMBPGCZPnoxZs2Zh6dKl+P7773HTTTchKSkJ1157bb3tePbZZ5GVlYXLLrsMADBkyBCsWLECX3zxBf7+97+jR48etm+6mzKfz4cff/wxbHqjk6nkUckC0GMVPXL0yNEjR48cPXL0xIYFoMcqeuTokXPCE9Xr6gcOHMC4ceNQWFiI9PR09O7dG8uXL8fw4cMBAIWFhWH/tnZeXh6WLVuGKVOm4KmnnkK7du3w5JNP4te//rW5zuDBg/Haa6/hj3/8I/70pz+hc+fOeP311zFw4EBznbFjx+LIkSN48MEHUVhYiF69emHZsmXo0KGDuc60adNQUVGBSZMmoaioCAMHDkR+fn69+fYHDhzArFmzzHdEB4Czzz4bv/3tb3HppZciKysLixYtima3NGkVFRWOfe+GUsmjkgWgxyp65OiRo0eOHjl65OiJnEoWgB6r6JGjR+5ke054qjnjVHPGGGOMMcYYO9VqtqnmrHnz+Xz4/vvvlZqCoYpHJQtAj1X0yNEjR48cPXL0yNETGxaAHqvokaNHzgkPb7wZY4wxxhhjjLFmjFPNmyBONWeMMcYYY4yxUytONY/RfD4fNm3apNQUDFU8KlkAeqyiR44eOXrk6JGjR46e2LAA9FhFjxw9ck54eOOtWImJiU4TwlLJo5IFoMcqeuTokaNHjh45euToiZxKFoAeq+iRo0fuZHs41bwJ4lRzxhhjjDHGGDu14lTzGM3r9WLdunXwer1OUwCo5VHJAtBjFT1y9MjRI0ePHD1y9MSGBaDHKnrk6JFzwsMbb4XSNA2ZmZnQNM1pCgC1PCpZAHqsokeOHjl65OiRo0eOntiwAPRYRY8cPXJOeDjVvAniVHPGGGOMMcYYO7XiVPMYzev1Ys2aNUpNwVDFo5IFoMcqeuTokaNHjh45euToiQ0LQI9V9MjRI+eEhzfeCqXrOtq3bw9dV2NYVPKoZAHosYoeOXrk6JGjR44eOXpiwwLQYxU9cvTIOeHhVPMmiFPNGWOMMcYYY+zUilPNYzSv14tVq1YpNQVDFY9KFoAeq+iRo0eOHjl65OiRoyc2LAA9VtEjR4+cEx7eeCuUruvo3LmzUlMwVPGoZAHosYoeOXrk6JGjR44eOXpiwwLQYxU9cvTIOeHhVPMmiFPNGWOMMcYYY+zUilPNYzSv14sVK1YoNQVDFY9KFoAeq+iRo0eOHjl65OiRoyc2LAA9VtEjR4+cEx7eeCuUruvo1auXUlMwVPGoZAHosYoeOXrk6JGjR44eOXpiwwLQYxU9cvTIOeHhVPMmiFPNGWOMMcYYY+zUilPNY7Samhp8+OGHqKmpcZoCQC2PShaAHqvokaNHjh45euTokaMnNiwAPVbRI0ePnBMevuLdBDXVK95+vx/FxcXIyMhQYhqGSh6VLPTQQw899NBDz8/Po5KFHnroiQ1PNPeBvPFugjjVnDHGGGOMMcZOrTjVPEarqanB+++/r9QUDFU8KlkAeqyiR44eOXrk6JGjR46e2LAA9FhFjxw9ck54+Ip3E9RUr3gbhoHS0lKkpqZC07QmFMa+RyULPfTQQw899NDz8/OoZKGHHnpiw8Op5ic5TjVnjDHGGGOMsVMrTjWP0WpqavD2228rNQVDFY9KFoAeq+iRo0eOHjl65OiRoyc2LAA9VtEjR4+cEx6+4t0ENeVU88rKSiQkJCgzBUMVj0oWeuihhx566KHn5+dRyUIPPfTEhoeveMdwbrfbaUJYKnlUsgD0WEWPHD1y9MjRI0ePHD2RU8kC0GMVPXL0yJ1sD2+8Fcrr9WLZsmXwer1OUwCo5VHJAtBjFT1y9MjRI0ePHD1y9MSGBaDHKnrk6JFzwsOp5k1QU04193q9cLvdykzBUMWjkoUeeuihhx566Pn5eVSy0EMPPbHh4VTzGE6VnwIFU8mjkgWgxyp65OiRo0eOHjl65OiJnEoWgB6r6JGjR+5ke3jjrVBerxf5+fnKPChV8qhkAeixih45euTokaNHjh45emLDAtBjFT1y9Mg54eFU8yaI/443Y4wxxhhjjJ1acap5jGYYBkpKSqDKz0JU8qhkAeixih45euTokaNHjh45emLDAtBjFT1y9Mg54eGNt0J5vV58/vnnSk3BUMWjkgWgxyp65OiRo0eOHjl65OiJDQtAj1X0yNEj54SHU82bIE41Z4wxxhhjjLFTK041j9H8fj+OHj0Kv9/vNAWAWh6VLAA9VtEjR48cPXL0yNEjR09sWAB6rKJHjh45Jzy88VYon8+HdevWwefzOU0BoJZHJQtAj1X0yNEjR48cPXL0yNETGxaAHqvokaNHzgkPp5o3QZxqzhhjjDHGGGOnVpxqHqP5/X4cPHhQqSkYqnhUsgD0WEWPHD1y9MjRI0ePHD2xYQHosYoeOXrknPDwxluh/H4/vv/+e6UekKp4VLIA9FhFjxw9cvTI0SNHjxw9sWEB6LGKHjl65JzwcKp5E8Sp5owxxhhjjDF2asWp5jGa3+/H3r17lfpJkCoelSwAPVbRI0ePHD1y9MjRI0dPbFgAeqyiR44eOSc8vPFWKL/fj23btin1gFTFo5IFoMcqeuTokaNHjh45euToiQ0LQI9V9MjRI+eEh1PNmyBONWeMMcYYY4yxUytONY/R/H4/du7cqdRPglTxqGQB6LGKHjl65OiRo0eOHjl6YsMC0GMVPXL0yDnh4Y23QvF3H2LDAtBjFT1y9MjRI0ePHD1y9MSGBaDHKnrk6JFzwsOp5k0Qp5ozxhhjjDHG2KkVp5rHaD6fD1u3boXP53OaAkAtj0oWgB6r6JGjR44eOXrk6JGjJzYsAD1W0SNHj5wTHt54K5RhGCgqKoIqkxBU8qhkAeixih45euTokaNHjh45emLDAtBjFT1y9Mg54eFU8yaIU80ZY4wxxhhj7NSKU81jNJ/Phx9//FGpKRiqeFSyAPRYRY8cPXL0yNEjR48cPbFhAeixih45euSc8PDGW7EqKiqcJoSlkkclC0CPVfTI0SNHjxw9cvTI0RM5lSwAPVbRI0eP3Mn2cKp5E8Sp5owxxhhjjDF2asWp5jGaz+fD999/r9QUDFU8KlkAeqyiR44eOXrk6JGjR46e2LAA9FhFjxw9ck54eOPNGGOMMcYYY4w1Y5xq3gRxqjljjDHGGGOMnVpxqnmM5vP5sGnTJqWmYKjiUckC0GMVPXL0yNEjR48cPXL0xIYFoMcqeuTokXPCwxtvxUpMTHSaEJZKHpUsAD1W0SNHjxw9cvTI0SNHT+RUsgD0WEWPHD1yJ9vDqeZNEKeaM8YYY4wxxtipFaeax2herxfr1q2D1+t1mgJALY9KFoAeq+iRo0eOHjl65OiRoyc2LAA9VtEjR4+cEx7eeCuUpmnIzMyEpmlOUwCo5VHJAtBjFT1y9MjRI0ePHD1y9MSGBaDHKnrk6JFzwsOp5k0Qp5ozxhhjjDHG2KkVp5rHaF6vF2vWrFFqCoYqHpUsAD1W0SNHjxw9cvTI0SNHT2xYAHqsokeOHjknPLzxVihd19G+fXvouhrDopJHJQtAj1X0yNEjR48cPXL0yNETGxaAHqvokaNHzgkPp5o3QZxqzhhjjDHGGGOnVpxqHqN5vV6sWrVKqSkYqnhUsgD0WEWPHD1y9MjRI0ePHD2xYQHosYoeOXrknPC4T9p3Ypbpuo7OnTsrNQVDFU9zWg4dOoSSkpKoPscwDKSkpGDHjh2NejfEtLQ0tG7dOurPi5RKYwXQYxU9cvTI0SNHjxw9sWEB6LGKHjl65JzwcKp5E8Sp5rHboUOHcP34CThaWn5Sv2+L1CS8/MJzTXrzzRhjjDHGGDt5RXMfyFe8FSo45eHcc8+F2910Q9OYV3QBwOfzYfv27ejUqRNcLldUn9vUr+g2174pKSnB0dJytB70ayS3aGP789wacHEHDct3GvBG+aOrsqMHcGjtEpSUlDTZPmqu/UMPPfTw3GzVqTJe9Pz8PSpZ6KGHnp+fx/mtZma6rqNXr15NOuXhRF7R1TQNebk5KNi1G9FOjGjqV3SbY9+EltyiDdKyTrO9vgYDm6urkNw6Hgain2p+KOrPkGvu/RNtp5Knsb+q0KJFi0b9qkJz3DidSuPVmHhuljsVxutEokdOJY9KFoAeq+iRo0fOCU9UN94PP/ww/vWvf+HHH39EYmIiBg8ejEceeQTdunWL+DmfffYZzj///Hof37x5M8444wzz/5csWYI//elP2LZtGzp37oz/+Z//wZVXXhn2OU8//TT++te/orCwED179sTs2bMxdOhQ8+8Nw8ADDzyA+fPno6ioCAMHDsRTTz2Fnj17mutMnToVCxcuREpKCh599FH85je/Mf/ujTfewEsvvYR33303mt3SZOm6jqysrCb9mo19RTeYH0CHXtF9TnO8otsc++ZEMqDhkDfBaYaZavvnVPE48asKzXXjdCqMV2PjuVnuVBgvoPEzFIKVlpZG/TnN9YO2U2G8GpNKFoAeq+iRo0fOCU9UN94rV67EnXfeiQEDBsDr9WLGjBkYMWIE/v3vfyM5OVn83P/85z9h895Dn0jWrl2LsWPH4r//+79x5ZVXYunSpbj66quxevVqDBw4EADw+uuvY/LkyXj66acxZMgQPPPMM7jkkkvw73//G7m5uQCARx99FI8//jgWLlyI008/HQ899BCGDx+O//znP0hNTcW7776LxYsXIz8/H1u2bMH48eMxfPhwtGzZEsXFxZgxYwY++eSTaHZJk1ZTU4MVK1bgggsugMfjadKvHe0rugDggh8XpB/EimNZ8EX5BvhN/Ypuc+6bxnQi+6Y5Um3/nCqeE/lVhdF5Gt4tiO5XFZrrxulUGS8VPbF+bgZOjfE6kR+yxXk8mHjTdZi38BVU19RE9bnN8YO2U2G8fg4Weuih5+fnierGe/ny5WH//8ILLyArKwsbNmzAueeeK35uVlYWMjIyGvy72bNnY/jw4Zg+fToAYPr06Vi5ciVmz56NV199FQDw+OOP45ZbbsGECRPMz/nwww8xd+5cPPzwwzAMA7Nnz8aMGTNw1VVXAQAWLVqENm3aYPHixbj99tuxefNmDBs2DP3790f//v0xefJkbN++HS1btsS0adMwadIk8ybeiVwuFwYMGBD17+w1V35oWH+8BfyNmErd1HHfyKm2f041T2N+VWFjRQ2SW3ui/lWF5rhxas7909ip+O3atcPOnTuVmIqv2uO5uc4/jX1F91QYrxOZoaABWHMUaD/iVkTziwHN9YM21R7PKnlUsgD0WEWPHJ/b5ZwYrxP6He9jx44BAFq0aGG5bt++fVFZWYkePXrgj3/8Y9j087Vr12LKlClh648cORKzZ88GAFRXV2PDhg34/e9/H7bOiBEjsGbNGgBAQUEB9u/fjxEjRph/Hx8fj/POOw9r1qzB7bffjj59+pjT0Ldv346Kigp06dIFq1evxsaNGzF37txG7QezsjLgBAZPB9AiPh6oqDgxR0haeTkSfD7EV1cirir6r1sGwANfVJ8TX12JBJ8PWnl5YJ80Qc2xb4AT2z+N2TeA9f45dOhQo6YkAkDx3r2N+rzU1NSmnXqK5hmvxvZzefw0x7EFNN/+OXToEG6ZeCeKjp+8x0FmSiKen/eU8o9n1c7NTowVEHvj1SIlHanpLRv1NVrGR7d+fHUlSmPoeG9sKnlUsgD0WEWPHJ/b5Zps/0Rxfm70jbdhGJg6dSrOOecc9OoV+RfN2rZti/nz56Nfv36oqqrCSy+9hAsvvBCfffaZ+Sr5/v370aZN+E+Q27Rpg/379wMADh8+DJ/PJ64T/G9D6+zcuRNA4Gb++uuvx4ABA5CYmIhFixYhOTkZd9xxBxYuXIi5c+fiH//4B1q1aoX58+eH/W54aFVVVaiqqjL/3/yJT7t24j5zok4APgeA//305H/z3r1P/veMMhX3T+vaP0z9HHv8xMCxBQQex+848Y3z8pz4rlGl2rnHsbECOF5Wxcjxzhg7NeJze+Nr9I33XXfdhW+//RarV68W1+vWrVvYm68NGjQIu3fvxt/+9rew6el1pxwYhlHvY02xzsyZMzFz5syw/7/ooovg8Xjw0EMP4bvvvsN7772HG264ARs2bGhwmx5++GE88MADwlYzxhhjjDHGGGOBGnXjfffdd+Odd97BqlWrcNpp0b0pDAD88pe/xMsvv2z+f3Z2tvmKdbCDBw+ar163atUKLpdLXCc7OxtA4JXvtm3bNrhO3X788Ue88sor2LRpExYsWIBzzz0XrVu3xtVXX42bb74ZJSUlDf5D6NOnT8fUqVPN/y8pKUFOTg58u3cDmZnw+QLT/1wuV9iy1+uFpmnmsq7r0HU94nJNTQ1cLpe57Ha7oWmauQwE/g260GWPxwPDMMzlbdu24bZ770PbC8cjrXU76DDggw4NRoPLOgxoIctA4PcJIy274IcBzVz2Q0PJoX3Y9/ECPPvkY+jcuXPYNm3ZsgW33P1btBxwGTJaZcHrBwwAHh2o8Qf2Z0PLGgB3yLJLA7xG/WVdA3xGYPqIVrtcUXQQRze8h+f/8Tg6dOgQNjYFBQUYf+cUdLrkVqS0ahdxmwyby2744YUGhC0DbhjmcuWRfdi67FksfHo2cnNz4fF44Pf74fP5sHv3btw0aTI6XTwBia3aN+s4Be3HDhVix/JnsWDO4+jcuXOTPfaC2xRc9vv9cLvdEZd9Ph8MwzCXGzqGnD6e6m7Ttm3bcPNdU9Hx4luR3rpts46TeWx98gKefeJv6Ny5c4PbdPjwYRQXF5v/PIbf7w9bdrlcMAzD1rJhGNB1HX5/4IBsaDk1NRVt2rRpcJx27tyJW+6eipzhNyO5VftmOZ4CyzoAI+KxFfp4O3ToEMrKysRtOpFlTdOgaRp8Ph90XUdaWhoyMjLqjVNBQQFuvfe3aHvBeKS2bhdxm4LLkc4F0Zwjjh3ahz0fPY/nnnwMXbp0CRuzrVu3YsI9U3Ha8AnIaN22WccpuHz80N7A4/nJx9CxY8ewcdq+fTvG3zkFWQMvR0qLrMB5XQuc5xtaBgC/EXg+MCItG4F3g3dpgY8ZCLzRoa92ubr4EPZ/+TYWPj0bOTk5YeeIXbt24aZJk9Fl1K1IaNmuWccpeF4oPbwPBR88ixee+jvy8vKUOe9FOpc3x7FV93iqu5yUlIQ2bdrExPPTkSNHcOzYMcttami5sefyjIwMtGzZst42FRUV4dZJd+NYeSW8Xh9croDJ6/XD5Qp8D5/PD7dbh2EY8PkMuN0uGIYfPp8Bj9sFn98Pv7/OsscNrzewr+I8btQEl+PcqKnxISM5AfOfetK8Lg+O06FDh3DHPVNwsKgEmqbB43GhujqwDz1uF6prAstutws1NV7ougaXrqPG6wtbDmyHbnubWqenYO4/ZqNNmzZhx82BAwdw+5334EhpueU2BZerq70A0OCy3W1qmZaCZ+Y8ETZmPp8Phw8fxq2T7kZJReVJGafgcnKcB8/NnYPMzMyw4yl4rdr5kglIaBn5WrWprmHLD+/FzvznsGBO4Lm9oXPdgQMHcPz48WY9nkKvjdLT081xQnm57VnPUd14G4aBu+++G0uXLsVnn32GvEa+5L9p06awm+NBgwbho48+Cvs97/z8fAwePBgAEBcXh379+uGjjz4K+yfGPvroI1x++eUAgLy8PGRnZ+Ojjz5C3759AQR+N3zlypV45JFHGtyW2267DY899hhSUlLg8/lQU/tuo8H/Bp8A6hYfH4/4+Pq/rOVKSwOSkxH6W96hy26L5ZqaGiz7+GOMGjUKuseD0PfXi2ZZC/14cjJK/AZaxCWgKj6pwe2JlBt+jMrcj2VF2aiO4p1zq+ISUGoEvjeSk8O2VU9NRYWuw52dCz3rNMSF/F28sBxq8dZa7O7nqrgEHDcAIykpMEYhn6OlpKDS5UK5JwHuKPZPpH1THbJOpOXj7gRUulxAcjI8tW84qNf+MY4cQYWuo8yTAFd8YqM83ijGCgAq4wIePTUVemoqgOgeb6HLwcdeTU0Nli1bhlGjRgEej7l9ACIuRxrPusuNeUMPn8+HzZs3o3v37o16E420tDS0zsiob09NRaXLhcq4BMTFy/+yQ2gndGz5DfPYqjsGhw4dwvV33Rv1Oy/HxXkw7a7b8eicZ1BdfeLvuhzcw0ZSEo4bQIUnAZ4TfDyf6LEFAEcOHcIN90xxZv/UeoJjZiQlocQXODfHxyfZ2r5gbvgxshHHe1VcAsqgQUtJqfdcpaWkoAw6quISUBHFYxkA/CHjVR7F+bAyLgElfgNGUlLg/FP7cR0/nZv1NrlwZ51m+fyJsI9Fdz4M7oequARU6DqMpCTz8QPUjtmRI6h0uXDcnQC99rnCapwa6wlW4Qk8nrWUFPO5K3R7ixr5Zngncj4MfYOjpji2gKY7/0RzbRTpecgX8tzlqX3uAuw/PwWr+xh14twM1D8/B7e15PBh7C2rjPrNAj06MLarjte3+M0XSOxWdvQACtcuQRkCxzfw03iUHjiAXSVlaH3O1SfVs3vtEhw3DLSpc6163DCwt7zKEU+Jz4fWIedDF4Djhw6hsKIarQf910kfr1K/H1l1zofBa9XA+bD5r1XLPQkoQ+Dc7E5PD/l6gQ45+dzeunXglT6bRXXjfeedd2Lx4sV4++23kZqaar4CnZ6ejsTEwI6fPn069u7dixdffBFA4N3HO3bsiJ49e6K6uhovv/wylixZgiVLlphf995778W5556LRx55BJdffjnefvttfPzxx2HT2KdOnYpx48ahf//+GDRoEObPn49du3Zh4sSJAAJTzCdPnoxZs2aha9eu6Nq1K2bNmoWkpCRce+219bbl2WefRVZWFi677DIAwJAhQzBz5kx88cUX+OCDD9CjR4+I78LeXLndbowYMcL8qZLTeaEhv7iN+YoFLT9Fj1xzPZZP5J/0SU1JRunxxr1BUVP/kz7NNV4n8s7L/9rmR7vht0b1Oc31rsvcP3KqHe/0yDWH50TOhUDjz4eRzoUn+u/Sq3J8Nddz18k+9wD29k/0/5yhgfxiPxJb6UhsxOPZ6l/loCe2PNHG5/Yob7yD7/o9bNiwsI+/8MILuOmmmwAAhYWF2LVrl/l31dXVuO+++7B3714kJiaiZ8+eeP/99wOvhNU2ePBgvPbaa/jjH/+IP/3pT+jcuTNef/1189/wBoCxY8fiyJEjePDBB1FYWIhevXph2bJl5tRhAJg2bRoqKiowadIkFBUVYeDAgcjPz0dq7at4wQ4cOIBZs2aZ74gOAGeffTZ++9vf4tJLL0VWVhYWLVoUza5pslS56Q7mNdS4cAHUsgD0WNUcj+UTObl6dKBllD/xBZrx5qkZx6sxT85uGHDXTheOpub4580A7h+rVDve6ZFras+J3ug25nzYPDdygGrHV3Neh53Mcw/QPPvn535snWj0yJ3qz+1RTzW3auHChWH/P23aNEybNs3y88aMGYMxY8aI60yaNAmTJk2K+PeaptV787SGatOmDXbs2FHv4/fffz/uv/9+S6tVjf23UJtq+ldT5YYRMiXE2QNXJQs91nm93rDpek1dtCfXE5mKDzT9xYtq40UPPfTEpqcxN7oncj5slhtdhcaruZ+7ok2lfUMPPfQ0xfdkTdqJTv+Ki/M0ye/xNEVeaMocHCpZAHqscrvdGDVqlDIzOFTbP/TI0SNHjxw9cqeKpzEvghiGge7du2Pnzp31/pUcOzX1iyCnylg1Nnrk6JFzwqPGVfHPqBOd/pXkBsq90X1Oc02FBQC3ZigzTUUlC0CPVaHvKqtCqu0feuTokaNHjh65n7vn5/J+IMDPf6xONHrk6JE72R51rop/Zv1cpn+NyDigxE+nVLLQY53X60V+fr5S0/VU2j/00EMPPfQ0n6exL4Kc6LtAN/mbvZ0CY0UPPaeShzfeCuWFjneK7P07cCcjlTwqWYBTy9PY9yzo1atX2BstRlPTT9c7dcarMdEjR48cPXL0yDWnpzEvgrxTBCS2Auz/I0k/1fTvAn3qjFVjokeOHjknPLzxVioDqboXpX43GvPulU2fSh6VLMCp4mnsdD1N09CyRSaOHC2y9aaMdWv66Xqnxng1Pnrk6JGjR44eOZU8KlkAeqyiR44euZPv4Y23Qrlh4Jy0w/hIkX9/VCWPSpZTyXMi0/Wu7KRh6XZDmel6p8J40UMPPfTQ8/Ow0EMPPT8/D2+8FcoLHR8Ut3WaYaaSRyULcOp5GjNdb3mJWtP1TqXxijZ65OiRo0eOHjmVPCpZAHqsokeOHjknPNH/g7as2dJgINNVDQ3RT81tjlTyqGQB6LGKHjl65OiRo0eOHjl6YsMC0GMVPXL0yDnh4Y23Qukw0D/lKHRFHpAqeVSyAPRYRY8cPXL0yNEjR48cPbFhAeixih45euSc8HCquUL5oOOjY9lOM8xU8qhkAeixih45euTokaNHjh45eiKnkgWgxyp65OiRc8LDV7wVSoOB1u5KpaZgqOJRyQLQYxU9cvTI0SNHjxw9cvTEhgWgxyp65OiRc8LDG2+F0mGgZ1KJUlMwVPGoZAHosYoeOXrk6JGjR44eOXpiwwLQYxU9cvTIOeHhVHOF8kHHZyVZTjPMVPKoZAHosYoeOXrk6JGjR44eOXoip5IFoMcqeuTokXPCw1e8FUqDgbaeCqWmYKjiUckC0GMVPXL0yNEjR48cPXL0xIYFoMcqeuTokXPCwxtvhdJhoHPCcaWmYKjiUckC0GMVPXL0yNEjR48cPXL0xIYFoMcqeuTokXPCw6nmCuWDjtWlrZ1mmKnkUckC0GMVPXL0yNEjR48cPXL0RE4lC0CPVfTI0SPnhIeveCuUBgO5cWVKTcFQxaOSBaDHKnrk6JGjR44eOXrk6IkNC0CPVfTI0SPnhIc33gqlw0C7uEqlpmCo4lHJAtBjFT1y9MjRI0ePHD1y9MSGBaDHKnrk6JFzwsOp5grlg44vjrd0mmGmkkclC0CPVfTI0SNHjxw9cvTI0RM5lSwAPVbRI0ePnBMevuKtUDoMdIpX600HVPGoZAHosYoeOXrk6JGjR44eOXpiwwLQYxU9cvTIOeHhjbdCaTDQwl2t1O8+qOJRyQLQYxU9cvTI0SNHjxw9cvTEhgWgxyp65OiRc8LDqeYK5YOO9WUtnGaYqeRRyQLQYxU9cvTI0SNHjxw9cvRETiULQI9V9MjRI+eEh694K5QOA90SSpSagqGKRyULQI9V9MjRI0ePHD1y9MjRExsWgB6r6JGjR84JD2+8FStB9ztNCEslj0oWgB6r6JGjR44eOXrk6JGjJ3IqWQB6rKJHjh65k+3hVHOF8kPDN+UZTjPMVPKoZAHosYoeOXrk6JGjR44eOXoip5IFoMcqeuTokXPCw1e8FUqHgZ6Jx5SagqGKRyULQI9V9MjRI0ePHD1y9MjRExsWgB6r6JGjR84JD2+8GWOMMcYYY4yxZoxTzRXKDw0/VKQ7zTBTyaOSBaDHKnrk6JGjR44eOXrk6ImcShaAHqvokaNHzgkPX/FWKB0G+iQVKzUFQxWPShaAHqvokaNHjh45euTokaMnNiwAPVbRI0ePnBMe3ngrVqVfrSFRyaOSBaDHKnrk6JGjR44eOXrk6ImcShaAHqvokaNH7mR7ONVcofzQ8J/KNKcZZip5VLIA9FhFjxw9cvTI0SNHjxw9kVPJAtBjFT1y9Mg54VHrxw6neC740T/5KFxQ49+4U8mjkgWgxyp65OiRo0eOHjl65OiJDQtAj1X0yNEj54SHN94KZUDDUW8cDGhOUwCo5VHJAtBjFT1y9MjRI0ePHD1y9MSGBaDHKnrk6JFzwsOp5grlh4btVSlOM8xU8qhkAeixih45euTokaNHjh45eiKnkgWgxyp65OiRc8LDV7wVygU/fplyRKkpGKp4VLIA9FhFjxw9cvTI0SNHjxw9sWEB6LGKHjl65Jzw8MZbofzQsK86AX5FpmCo5FHJAtBjFT1y9MjRI0ePHD1y9MSGBaDHKnrk6JFzwsOp5gplQMOu6mSnGWYqeVSyAPRYRY8cPXL0yNEjR48cPZFTyQLQYxU9cvTIOeHhK94K5YIf56QeUmoKhioelSwAPVbRI0ePHD1y9MjRI0dPbFgAeqyiR44eOSc8vPFWKD80bKtMUWoKhioelSwAPVbRI0ePHD1y9MjRI0dPbFgAeqyiR44eOSc8nGquUAY0FNYkOs0wU8mjkgWgxyp65OiRo0eOHjl65OiJnEoWgB6r6JGjR84JD1/xVigX/BiWdlCpKRiqeFSyAPRYRY8cPXL0yNEjR48cPbFhAeixih45euSc8PDGW6H80PBDeZpSUzBU8ahkAeixih45euTokaNHjh45emLDAtBjFT1y9Mg54eFUc4UyoOGQN8FphplKHpUsAD1W0SNHjxw9cvTI0SNHT+RUsgD0WEWPHD1yTnj4irdCueDH8PT9Sk3BUMWjkgWgxyp65OiRo0eOHjl65OiJDQtAj1X0yNEj54SHN94K5YeG9cdbKDUFQxWPShaAHqvokaNHjh45euTokaMnNiwAPVbRI0ePnBMeTjVXKAMainxxTjPMVPKoZAHosYoeOXrk6JGjR44eOXoip5IFoMcqeuTokXPCw1e8FcoNPy7JKIRbkSkYKnlUsgD0WEWPHD1y9MjRI0ePHD2xYQHosYoeOXrknPDwxluhvNCwuqQVvIpMwVDJo5IFoMcqeuTokaNHjh45euToiQ0LQI9V9MjRI+eEh1PNlUpDqd/jNCIklTwqWQB6rKJHjh45euTokaNHjp7IqWQB6LGKHjl65E6+h694K5QbflyWuU+pKRiqeFSyAPRYRY8cPXL0yNEjR48cPbFhAeixih45euSc8PDGW6G80JBf3EapKRiqeFSyAPRYRY8cPXL0yNEjR48cPbFhAeixih45euSc8PDGW7G8hhoPxmAqeVSyAPRYRY8cPXL0yNEjR48cPZFTyQLQYxU9cvTInWwPb7wVyg0DozL3ww3DaQoAtTwqWQB6rKJHjh45euTokaNHjp7YsAD0WEWPHD1yTnh4461QXmhYVpSt1BQMVTwqWQB6rKJHjh45euTokaNHjp7YsAD0WEWPHD1yTnh4461Ybk2NnwIFU8mjkgWgxyp65OiRo0eOHjl65OiJnEoWgB6r6JGjR+5ke3jjrVBuGBiRcUCpKRiqeFSyAPRYRY8cPXL0yNEjR48cPbFhAeixih45euSc8PDf8VYoL3S8U9TOaYaZSh6VLAA9VtEjR48cPXL0yNEjR0/kVLIA9FhFjxw9ck54+Iq3UhlI1WsARX4SpJZHJQtAj1X0yNEjR48cPXL0yNETOZUsAD1W0SNHj9zJ9/DGW6HcMHBO2mGlpmCo4lHJAtBjFT1y9MjRI0ePHD1y9MSGBaDHKnrk6JFzwsOp5grlhY4Pits6zTBTyaOSBaDHKnrk6JGjR44eOXrk6ImcShaAHqvokaNHzgkPX/FWKA0GMl3V0BT5SZBKHpUsAD1W0SNHjxw9cvTI0SNHT2xYAHqsokeOHjknPLzxVigdBvqnHIWuyANSJY9KFoAeq+iRo0eOHjl65OiRoyc2LAA9VtEjR4+cEx5ONVcoH3R8dCzbaYaZSh6VLAA9VtEjR48cPXL0yNEjR0/kVLIA9FhFjxw9ck54+Iq3Qmkw0NpdqdQUDFU8KlkAeqyiR44eOXrk6JGjR46e2LAA9FhFjxw9ck54eOOtUDoM9EwqUWoKhioelSwAPVbRI0ePHD1y9MjRI0dPbFgAeqyiR44eOSc8nGquUD7o+Kwky2mGmUoelSwAPVbRI0ePHD1y9MjRI0dP5FSyAPRYRY8cPXJOePiKt0JpMNDWU6HUFAxVPCpZAHqsokeOHjl65OiRo0eOntiwAPRYRY8cPXJOeHjjrVA6DHROOK7UFAxVPCpZAHqsokeOHjl65OiRo0eOntiwAPRYRY8cPXJOeDjVXKF80LG6tLXTDDOVPCpZAHqsokeOHjl65OiRo0eOnsipZAHosYoeOXrknPDwFW+F0mAgN65MqSkYqnhUsgD0WEWPHD1y9MjRI0ePHD2xYQHosYoeOXrknPBEdeP98MMPY8CAAUhNTUVWVhauuOIK/Oc//7H8vJUrV6Jfv35ISEhAp06dMG/evHrrLFmyBD169EB8fDx69OiBpUuX1lvn6aefRl5eHhISEtCvXz98/vnnYX9vGAZmzpyJdu3aITExEcOGDcMPP/wQts7UqVPRokUL5Obm4rXXXgv7uzfeeAOjR4+2syuaJR0G2sVVKjUFQxWPShaAHqvokaNHjh45euTokaMnNiwAPVbRI0ePnBOeqG68V65ciTvvvBNffPEFPvroI3i9XowYMQJlZWURP6egoACjRo3C0KFDsWnTJvzhD3/APffcgyVLlpjrrF27FmPHjsW4cePwzTffYNy4cbj66qvx5Zdfmuu8/vrrmDx5MmbMmIFNmzZh6NChuOSSS7Br1y5znUcffRSPP/445syZg3Xr1iE7OxvDhw9HaWkpAODdd9/F4sWLkZ+fj0ceeQTjx4/HkSNHAADFxcWYMWMGnnrqqWh2SZPmg44vjreET5GJCCp5VLIA9FhFjxw9cvTI0SNHjxw9sWEB6LGKHjl65JzwRPWdli9fjptuugk9e/ZEnz598MILL2DXrl3YsGFDxM+ZN28ecnNzMXv2bHTv3h0TJkzAzTffjL/97W/mOrNnz8bw4cMxffp0nHHGGZg+fTouvPBCzJ4921zn8ccfxy233IIJEyage/fumD17NnJycjB37lwAgVe7Z8+ejRkzZuCqq65Cr169sGjRIpSXl2Px4sUAgM2bN2PYsGHo378/rrnmGqSlpWH79u0AgGnTpmHSpEnIzc2NZpc0aToMdIpX600HVPGoZAHosYoeOXrk6JGjR44eOXpiwwLQYxU9cvTIOeE5oVv8Y8eOAQBatGgRcZ21a9dixIgRYR8bOXIk1q9fj5qaGnGdNWvWAACqq6uxYcOGeuuMGDHCXKegoAD79+8PWyc+Ph7nnXeeuU6fPn2wfv16FBUVYcOGDaioqECXLl2wevVqbNy4Effcc09jdkOTpcFAC3e1Ur/7oIpHJQtAj1X0yNEjR48cPXL0yNETGxaAHqvokaNHzglPo2+8DcPA1KlTcc4556BXr14R19u/fz/atGkT9rE2bdrA6/Xi8OHD4jr79+8HABw+fBg+n09cJ/hfaZ2RI0fi+uuvx4ABA3DTTTdh0aJFSE5Oxh133IFnnnkGc+fORbdu3TBkyJB6vxseWlVVFUpKSsL+AIDP5wMAuFwu6FpgXR2G+ZMUF/xhy1qdZR90bCrLgB9avXXc8AP1lo3aZYR9f8MwzB9qGIaBOI8HQOAB5qpdP9KyHrJsQMPGskz4oIdth51t8rjdMIzAstfrhd/vN42aptnYpvDt80HD12UZ8EG3tR1h26QBbrfb/P7B/eTz+UyXS4PtcQq2oXbf2B+nwLKn9qgLHSe/328ua5oGd+3jx8446TBgQMP6shYwoEU1Ti7z0Ra+P2pqaszluDiPuY7VOAWXfdCxoSzT3FfRPvZcLj3sMRMcM7/fD5dLtz1OkY6taB57Wu0+qDtOfr/fdGm138tqnILeSMeWnW3yeDzmsRU6TjU1NebHA48x63EKegFgfVkL+KFFNU6BY8tVb5xCl91ut3k+tBqn4LK/9vGsIbgd9h57kY4tr9drftxTey6wM07BZR90bCzLhBFybrb32IO5Pxoap+Djyu44BY1+aNhkcT6MtE0ul8vWsWVnnILLGoD1tY9nu+eI4OcFn59Cx8nv95tGHbA9TsHl4Pkw+P92t8OtwXx+Ch0n+diKPE7BZel8KG5T7QMo9Fzj9XrNZY/bbV7E2dq+2vHwQa99PtVsjlPINmla2GMmdMyCx5bdcQp9lWljA8+ndpbj4jz1xskwDNP403ZbjxMQ+diys00uDeYxFDpOoddALg22xylgCx5bWnTjBMO8jjAMI2ycgssulw5XA9eq0vVe6LEVzTi565wPg+MUOmb1z4fW1w51j61oH3tut9scm9Bx8vv90HX5fNjQdcRP16qhx5bdbYJ5DIWOU+jzhx5yrWrnuhxo+FrVzjbVfT4NHTMgcC4IrmP3uhyAea0azTjVPbYaGjOP56drVbvX5T5oWF+WaX6e7cdeyLk5OE52a/SN91133YVvv/0Wr776quW6wSeyYMGTZOjHG1qn7seaYp2ZM2di69at+O6773DllVdi1qxZuOiii+DxePDQQw9h9erVmDBhAm644YaI2/Pwww8jPT3d/JOTkwMA+P777wEA558zCH1bBb7nmUnH0DUh8DvmfZOL0TE+8PvwA1KKkBNXDgAYlHoE2Z7AL/dflH4QWe4qAMAF6QeR4Qo8wIdnHECqHhjcUZn7kaD54YaBUZn74dGB1JRkbN68GQBQWlqK/Px8AEBFRQUm3nQdAKCVuwpD0wI/7Mj2VGJQauD323PiyjEgpQgA0DG+DH2TiwEApyeU4pzUQ9BhoHtiCbonltjepuvGXGH+QGLVqlXmD1m2bNmCdtltLLfJDQMJmh+jMgM/NEnTazAyYz90GMhw1eCC9IO2t6lbBnDZxReZ3//bb78FEPjVgwMHDgTsWZrtcQKAc9MO46ykIugwbI9TcJvGdg0cdlVVVeY4FRcXY8WKFQCAvNwcXNxBsz1OXRNK0TupGN0SStAjynEalHoEOSkAAGzfvt0cpxUrVqC4OPD17711PNLiYGucUnUvhmccgA4DvZOKoxqn0G0acnZ/FBYWmuMUfGwXFhZiyNn9bY/T0LTDaOWugg4DIzIOINNVbXuczMdeXGAf1B2nw4cPm7+qkpMCW+N0ZlJgllCPxBIMTj0MHUZU5wgAuPmaMTh+/Hi9ccrPz0dVVeDcMbarbmucAJjHU7eEEmRFOU69WmgYef659cbp22+/xZYtWwAEjr1uGbA1TkDgvJfpqka3hJKoxilV9+LKToHjpqKiImycVq1aBQAoKSnBdWOusD1OwfOeDgPnpB7C6VGM09C0w8hOCmz3li1bwsYp+L4j0+66HUluRDVOAJDlrsJF6Qehw7B9jghu0/nnDDLPe6HjtGfPHvTv0zuqcQo9752ZWAy9djvsPvZaJsB8fgodp8LCQhQUFAAAOqXD9jgBgfPe6Qml6JZQEtU5AgBG52nm81PoOC1btgxerxdxcR6M7arbHqfgeU+HgV8kFWFwFOPUPbHEvI4oLCw0x2nTpk3mvhlz2Sh0SkdU45Sqe81xStJ8UT/28nJzzPNeYWGhOaOwuLgYYy4bFdU4hZ73zk45Ah1G1I+9e28db573li1bhsrKSni9XmzevBlxcR4kuWF7nACgnacCF9QeW9GcI4DAdUTw+Sl0nL766ivz+L8oR7M9TkDA3jPhGOLgj2qcWrmrzOuIkpISc5x2796Nr776CgDQv09vDG6rRTVOefHH0S2hBANSjkZ9jgheR2zevNkcp+Cx5fV6Me2u222PU/C8p8PAgOSjGJBy1PY4hW7TZRdfhKNHj5rjtHv3bgCBWbTdOudFNU4Jmt8cpzj4ozpHAIHriODzU+g4FRQUYM+ePQACz7l2xumn895RDEg+Ch1GVOcIIHAdkZqSDL/fb45TZWUlli1bBgBo2SLTfM61f11+FN0SSpAXfzyqcRrcVjOfn0LHac2aNea14s3XjDGfc+1el8fBj54Jx6Iap2xPJS7KCWx3cXGxOU5204zgXXAU3X333XjrrbewatUq5OXlieuee+656Nu3L5544gnzY0uXLsXVV1+N8vJyeDwe5ObmYsqUKZgyZYq5zt///nfMnj0bO3fuRHV1NZKSkvDmm2/iyiuvNNe599578fXXX2PlypXYvn07OnfujI0bN6Jv377mOpdffjkyMjKwaNGierYff/wRo0ePxqZNm7BgwQKsXr0ab7zxBsrKypCSkoJjx44hLS2t3udVVVWZJ3ogcFLLycnB0aNHcfToUVx3653ocMntSGl9mvnTmuArSQY0cznw85ifljUAvZOK8V15uvnTqeA6bvjhhQaELQcu2I4e3Icd7z+NV559Cqeffrr5002Px4OtW7fixon3oN2IW5Ge1d589UaD0eCyDsN8hdANP3olHcO35RnmtvpDXlGNtE3HDu7F3g/n48Vn/oEuXbrA6/VC13Xouo7/+7//w/W33YUOo+5Ai6x2EbcpfFmHDj9611oMwHI7QpePH9qDXcvn4+X5c9CxY0cAgVd9fD4ftm/fjmsnTELnX01Cauv2tsbJgAYPfOiRVILvyjOgwbA1TsHlisN7seXdp/Hq83PRoUMHeDwe8xWNXbt24Zpb7kDnS+9AUuvTbI1T8KeCPZNK8EN5Gvy1druPveKD+1BQ+/jp0qULdF1HTU0NXC4XCgoKcMPEu9F++K1IzTrNcpwCPy0M7I8zk4rx7/I01MBla5yC21R0cB92L5+Hl56Zg65du4bNJNmyZQvG3X4Xci6eiMysdpbjFOnYsjNOwW0qPbgHez96Fi/O+wfy8vLg8/nMMdu6dSuuu/VO5F06CRlZ7SzHKTgebvjRM+kYvqtzbFk99o4d3Iu9+c/ixXlPokuXLuY4Bcds586duOaWO9B19CQktmpvOU7eWq8bfvRIKsX35YHznd1zRODYegYvz3+q3rEFADt27MD1t92F3ItvQ0rr0yzHKfSn4L2SSrC5PBXV0G2NE2BEPLb8fj/cbje2bt2KG26/G+1H3hZ2Pow0TqGvGvROKsb35enw1p6b7Tz2Ih1bbrcb27dvxw0T70a74bciLau9rXEKel3w40yL82FD21R8cC92L38GLz3zD8tjy844BZfj4EP32vOhXm87Im9T6cE9gcfzM4FjKzhOfr8f27Ztw7UTJqHTpZOQXntsWY1TcLmh86Gd7Sg/tAfb3p+LV5+fi9zcXLjdbmiaZnFsRR6n4LIhnA+lbSo5tBfb33sai597Gp06dYLL5YLX64WmadixYwfG3XYXckbehpQse8dW8BjSax/P35an156P7D32ig7uw85lc/Hy/Dk4/fTTw46tLVu24MaJ96D9yNuQkdXe1jg1dD4MfT612qZjB/di30fPYtHcn86HwdltW7ZswXW33omOl06qvdawHifp2LLz2Cs7tAc7PpiHV559Gh06dICmaeaYFRQUmNcaKa3b2xonhB1b6dAB2+cIDQbKDu3F1vcC58OOHTuax5bf78fOnTtx3a2T0PGSiUiuc60aaTk4i6dnUgn+XZ4Kb+1esfvYKwo5H3bt2hVA4BVLt9uNbdu24cY77qlzPrS+xqt7bNk9RwTPh3s+nI8X5z2Jrl27hl2rbtmyJfDcdUnk82FD1xGBFx2O1Tm27D32Sg/uwZ4P5+Ol+XPCzoeh16qdfjUJabXXqtI4BZ+fIl2r2nnsVRzeE/Z8Gjy2vF6vea3a5Vd3ILFV5GvVusvBa40fytNg1F5r2Hns1T22guMUHLOCggKMu/1unDYicK1q9/7Jj8AN/ubyNFTDZWucNBg4fmgvttWem/Py8lBeXo709PSI942hRfWKt2EYuOuuu/Cvf/0LK1assLzpBoBBgwbho48+CvtYfn4++vfvD0/tFLNI6wwePBgAEBcXh379+tVb56OPPjLXycvLQ3Z2dtg61dXVWLlypblO3W257bbb8NhjjyElJQU+n8+cPhE6RbGh4uPjkZaWFvYHCFy8ALXTQmqv14JP+kDgARa6bNRZ9kPD1+WZ5rvrha7jrb34DF/WapcR9v01TTP3raZpqA5OO4dmfu1Iy/6QZS90fF2eaW5D0G5nm2pqLw6A2qmmwSk7LtdPU9DFbQrfPn+Ixc52hG2TgZCpVS5zPwVvWADAZ8D2OAFADVz4ptZjf5wCyzW1D6vQcdJ13Vw2DAPe2sePnXHy1379b8oz4A2x23/sod7+8Hg85nJ1dY25jtU4BZf90PBNeSZq4LI/TiHLPp8/7DETHDNd1+HzBX/9wHqcIh1b0Tz2jNp9UHecdF03XcEnEKtx8od8z28aOLZsPfZqasxjK3ScPB7PT9Nk/bA1TkFv4PEcmF4ZzTgFjq2fbt5Cj63gstfrNc+HVuMUXPbVPp4DT4T2xkk6toIXDJqmoSY47dzGOIWOz9flmeb3sv/Yg7k/Ghqn4OPK7jiFPjdYnQ8jbZPP57N1bNkZp+Bydcj50O45IuCF+fwUOk7Bi6qAHbbHKbjc0PnQznZ4jZ9m5IWOk3xsRR6n4LJ0PhS3qfYBFHqucbvd5nKN14vgVYqt7asdj+Dj2V/7/9E89gzDCHvMhI5Z8NiyO04NnQ+jfuxV19Qbp+ANbzC74xT82g0dW3a2yWfAPIZCxyn0GshnwPY4AaHHlh7dOEEzryM0TQsbp59+9c4PXwPXqtL1XvDYqoErqnHy1jkfBscpdMzqnw+trx3qHltRP/Zqb9zqjpOuh/y6m41x+unY0hs4tuxuE8xjKHScQp8//CHXqnauyyNdq9rZprrPp6FjBtROQa9dx+51efBawxtyrWHrsVfn2GpozGpqfrpWtXtd7q8991QjeL6w+dgLOTcHx8luUd1433nnnXj55ZexePFipKamYv/+/di/fz8qKirMdaZPnx42TXvixInYuXMnpk6dis2bN2PBggV4/vnncd9995nr3HvvveY/8fXjjz/ikUcewccff4zJkyeb60ydOhXPPfccFixYgM2bN2PKlCnYtWsXJk6cCCDwwJg8eTJmzZqFpUuX4vvvv8dNN92EpKQkXHvttfW25dlnn0VWVhYuu+wyAMCQIUOwYsUKfPHFF/j73/+OHj16ICMjI5rdc8LpMNAz8VjI6cnZVPKoZAHosYoeOXrk6JGjR44eOXpiwwLQYxU9cvTIOeGJ6jY9+E93DRs2LOzjL7zwAm666SYAgd/5Cf23tfPy8rBs2TJMmTIFTz31FNq1a4cnn3wSv/71r811Bg8ejNdeew1//OMf8ac//QmdO3fG66+/joEDB5rrjB07FkeOHMGDDz6IwsJC9OrVC8uWLUOHDh3MdaZNm4aKigpMmjQJRUVFGDhwIPLz85GamhrmPXDgAGbNmmX+zgsAnH322fjtb3+LSy+9FFlZWQ1OTWeMMcYYY4wxxqItqhtvO78OvnDhwnofO++887Bx40bx88aMGYMxY8aI60yaNAmTJk2K+PeapmHmzJmYOXOm+HXatGmDHTt21Pv4/fffj/vvv1/83ObMDw0/VKQ79v3rppJHJQtAj1X0yNEjR48cPXL0yNETOZUsAD1W0SNHj5wTnqimmrPmTYeBPknFSk3BUMWjkgWgxyp65OiRo0eOHjl65OiJDQtAj1X0yNEj54SHN96KVelXa0hU8qhkAeixih45euTokaNHjh45eiKnkgWgxyp65OiRO9me6N6KjTVrfmj4T6X8NvQnM5U8KlkAeqyiR44eOXrk6JGjR46eyKlkAeixih45euSc8Kj1Y4dTPBf86J981Px3bJ1OJY9KFoAeq+iRo0eOHjl65OiRoyc2LAA9VtEjR4+cEx7eeCuUAQ1HvXHmvz3ndCp5VLIA9FhFjxw9cvTI0SNHjxw9sWEB6LGKHjl65JzwcKq5QvmhYXtVitMMM5U8KlkAeqyiR44eOXrk6JGjR46eyKlkAeixih45euSc8PAVb4VywY9fphxRagqGKh6VLAA9VtEjR48cPXL0yNEjR09sWAB6rKJHjh45Jzy88VYoPzTsq06AX5EpGCp5VLIA9FhFjxw9cvTI0SNHjxw9sWEB6LGKHjl65JzwcKq5QhnQsKs62WmGmUoelSwAPVbRI0ePHD1y9MjRI0dP5FSyAPRYRY8cPXJOePiKt0K54Mc5qYeUmoKhikclC0CPVfTI0SNHjxw9cvTI0RMbFoAeq+iRo0fOCQ9vvBXKDw3bKlOUmoKhikclC0CPVfTI0SNHjxw9cvTI0RMbFoAeq+iRo0fOCQ+nmiuUAQ2FNYlOM8xU8qhkAeixih45euTokaNHjh45eiKnkgWgxyp65OiRc8LDV7wVygU/hqUdVGoKhioelSwAPVbRI0ePHD1y9MjRI0dPbFgAeqyiR44eOSc8vPFWKD80/FCeptQUDFU8KlkAeqyiR44eOXrk6JGjR46e2LAA9FhFjxw9ck54ONVcoQxoOORNcJphppJHJQtAj1X0yNEjR48cPXL0yNETOZUsAD1W0SNHj5wTHr7irVAu+DE8fb9SUzBU8ahkAeixih45euTokaNHjh45emLDAtBjFT1y9Mg54eGNt0L5oWH98RZKTcFQxaOSBaDHKnrk6JGjR44eOXrk6IkNC0CPVfTI0SPnhIdTzRXKgIYiX5zTDDOVPCpZAHqsokeOHjl65OiRo0eOnsipZAHosYoeOXrknPDwFW+FcsOPSzIK4VZkCoZKHpUsAD1W0SNHjxw9cvTI0SNHT2xYAHqsokeOHjknPLzxVigvNKwuaQWvIlMwVPKoZAHosYoeOXrk6JGjR44eOXpiwwLQYxU9cvTIOeHhVHOl0lDq9ziNCEklj0oWgB6r6JGjR44eOXrk6JGjJ3IqWQB6rKJHjh65k+/hK94K5YYfl2XuU2oKhioelSwAPVbRI0ePHD1y9MjRI0dPbFgAeqyiR44eOSc8vPFWKC805Be3UWoKhioelSwAPVbRI0ePHD1y9MjRI0dPbFgAeqyiR44eOSc8vPFWLK+hxoMxmEoelSwAPVbRI0ePHD1y9MjRI0dP5FSyAPRYRY8cPXIn28Mbb4Vyw8CozP1ww3CaAkAtj0oWgB6r6JGjR44eOXrk6JGjJzYsAD1W0SNHj5wTHt54K5QXGpYVZSs1BUMVj0oWgB6r6JGjR44eOXrk6JGjJzYsAD1W0SNHj5wTHt54K5ZbU+OnQMFU8qhkAeixih45euTokaNHjh45eiKnkgWgxyp65OiRO9ke3ngrlBsGRmQcUGoKhioelSwAPVbRI0ePHD1y9MjRI0dPbFgAeqyiR44eOSc8/He8FcoLHe8UtXOaYaaSRyULQI9V9MjRI0ePHD1y9MjREzmVLAA9VtEjR4+cEx6+4q1UBlL1GkCRnwSp5VHJAtBjFT1y9MjRI0ePHD1y9EROJQtAj1X0yNEjd/I9vPFWKDcMnJN2WKkpGKp4VLIA9FhFjxw9cvTI0SNHjxw9sWEB6LGKHjl65JzwcKq5Qnmh44Pitk4zzFTyqGQB6LGKHjl65OiRo0eOHjl6IqeSBaDHKnrk6JFzwsNXvBVKg4FMVzU0RX4SpJJHJQtAj1X0yNEjR48cPXL0yNETGxaAHqvokaNHzgkPb7wVSoeB/ilHoSvygFTJo5IFoMcqeuTokaNHjh45euToiQ0LQI9V9MjRI+eEh1PNFcoHHR8dy3aaYaaSRyULQI9V9MjRI0ePHD1y9MjREzmVLAA9VtEjR4+cEx6+4q1QGgy0dlcqNQVDFY9KFoAeq+iRo0eOHjl65OiRoyc2LAA9VtEjR4+cEx7eeCuUDgM9k0qUmoKhikclC0CPVfTI0SNHjxw9cvTI0RMbFoAeq+iRo0fOCQ+nmiuUDzo+K8lymmGmkkclC0CPVfTI0SNHjxw9cvTI0RM5lSwAPVbRI0ePnBMevuKtUBoMtPVUKDUFQxWPShaAHqvokaNHjh45euTokaMnNiwAPVbRI0ePnBMe3ngrlA4DnROOKzUFQxWPShaAHqvokaNHjh45euTokaMnNiwAPVbRI0ePnBMeTjVXKB90rC5t7TTDTCWPShaAHqvokaNHjh45euTokaMncipZAHqsokeOHjknPHzFW6E0GMiNK1NqCoYqHpUsAD1W0SNHjxw9cvTI0SNHT2xYAHqsokeOHjknPLzxVigdBtrFVSo1BUMVj0oWgB6r6JGjR44eOXrk6JGjJzYsAD1W0SNHj5wTHk41VygfdHxxvKXTDDOVPCpZAHqsokeOHjl65OiRo0eOnsipZAHosYoeOXrknPDwFW+F0mGgU7xabzqgikclC0CPVfTI0SNHjxw9cvTI0RMbFoAeq+iRo0fOCQ9vvBVKg4EW7mqlfvdBFY9KFoAeq+iRo0eOHjl65OiRoyc2LAA9VtEjR4+cEx5ONVcoH3SsL2vhNMNMJY9KFoAeq+iRo0eOHjl65OiRoydyKlkAeqyiR44eOSc8fMVboXQY6JZQotQUDFU8KlkAeqyiR44eOXrk6JGjR46e2LAA9FhFjxw9ck54eOOtWAm632lCWCp5VLIA9FhFjxw9cvTI0SNHjxw9kVPJAtBjFT1y9MidbA+nmiuUHxq+Kc9wmmGmkkclC0CPVfTI0SNHjxw9cvTI0RM5lSwAPVbRI0ePnBMevuKtUDoM9Ew8ptQUDFU8KlkAeqyiR44eOXrk6JGjR46e2LAA9FhFjxw9ck54eOPNGGOMMcYYY4w1Y5xqrlB+aPihIt1phplKHpUsAD1W0SNHjxw9cvTI0SNHT+RUsgD0WEWPHD1yTnj4irdC6TDQJ6lYqSkYqnhUsgD0WEWPHD1y9MjRI0ePHD2xYQHosYoeOXrknPDwxluxKv1qDYlKHpUsAD1W0SNHjxw9cvTI0SNHT+RUsgD0WEWPHD1yJ9vDqeYK5YeG/1SmOc0wU8mjkgWgxyp65OiRo0eOHjl65OiJnEoWgB6r6JGjR84Jj1o/djjFc8GP/slH4YIa/8adSh6VLAA9VtEjR48cPXL0yNEjR09sWAB6rKJHjh45Jzy88VYoAxqOeuNgQHOaAkAtj0oWgB6r6JGjR44eOXrk6JGjJzYsAD1W0SNHj5wTHk41Vyg/NGyvSnGaYaaSRyULQI9V9MjRI0ePHD1y9MjREzmVLAA9VtEjR4+cEx6+4q1QLvjxy5QjSk3BUMWjkgWgxyp65OiRo0eOHjl65OiJDQtAj1X0yNEj54SHN94K5YeGfdUJ8CsyBUMlj0oWgB6r6JGjR44eOXrk6JGjJzYsAD1W0SNHj5wTHk41VygDGnZVJzvNMFPJo5IFoMcqeuTokaNHjh45euToiZxKFoAeq+iRo0fOCQ9f8VYoF/w4J/WQUlMwVPGoZAHosYoeOXrk6JGjR44eOXpiwwLQYxU9cvTIOeHhjbdC+aFhW2WKUlMwVPGoZAHosYoeOXrk6JGjR44eOXpiwwLQYxU9cvTIOeHhVHOFMqChsCbRaYaZSh6VLAA9VtEjR48cPXL0yNEjR0/kVLIA9FhFjxw9ck54+Iq3Qrngx7C0g0pNwVDFo5IFoMcqeuTokaNHjh45euToiQ0LQI9V9MjRI+eEhzfeCuWHhh/K05SagqGKRyULQI9V9MjRI0ePHD1y9MjRExsWgB6r6JGjR84JD6eaK5QBDYe8CU4zzFTyqGQB6LGKHjl65OiRo0eOHjl6IqeSBaDHKnrk6JFzwsNXvBXKBT+Gp+9XagqGKh6VLAA9VtEjR48cPXL0yNEjR09sWAB6rKJHjh45Jzy88VYoPzSsP95CqSkYqnhUsgD0WEWPHD1y9MjRI0ePHD2xYQHosYoeOXrknPBwqrlCGdBQ5ItzmmGmkkclC0CPVfTI0SNHjxw9cvTI0RM5lSwAPVbRI0ePnBOeqF/xXrVqFUaPHo127dpB0zS89dZb4vqfffYZNE2r9+fHH38MW2/JkiXo0aMH4uPj0aNHDyxdurTe13r66aeRl5eHhIQE9OvXD59//nnY3xuGgZkzZ6Jdu3ZITEzEsGHD8MMPP4StM3XqVLRo0QK5ubl47bXXwv7ujTfewOjRo6PYG02bG35cklEItyJTMFTyqGQB6LGKHjl65OiRo0eOHjl6YsMC0GMVPXL0yDnhifrGu6ysDH369MGcOXOi+rz//Oc/KCwsNP907drV/Lu1a9di7NixGDduHL755huMGzcOV199Nb788ktznddffx2TJ0/GjBkzsGnTJgwdOhSXXHIJdu3aZa7z6KOP4vHHH8ecOXOwbt06ZGdnY/jw4SgtLQUAvPvuu1i8eDHy8/PxyCOPYPz48Thy5AgAoLi4GDNmzMBTTz0V7S5psrzQsLqkFbyKTMFQyaOSBaDHKnrk6JGjR44eOXrk6IkNC0CPVfTI0SPnhCfqG+9LLrkEDz30EK666qqoPi8rKwvZ2dnmH5fLZf7d7NmzMXz4cEyfPh1nnHEGpk+fjgsvvBCzZ88213n88cdxyy23YMKECejevTtmz56NnJwczJ07F0Dg1e7Zs2djxowZuOqqq9CrVy8sWrQI5eXlWLx4MQBg8+bNGDZsGPr3749rrrkGaWlp2L59OwBg2rRpmDRpEnJzc6PdJU2YhlK/B1DkAamWRyULQI9V9MjRI0ePHD1y9MjREzmVLAA9VtEjR4/cyfectDdX69u3L9q2bYsLL7wQn376adjfrV27FiNGjAj72MiRI7FmzRoAQHV1NTZs2FBvnREjRpjrFBQUYP/+/WHrxMfH47zzzjPX6dOnD9avX4+ioiJs2LABFRUV6NKlC1avXo2NGzfinnvusbUtVVVVKCkpCfsDAD6fDwDgcrmg146hDgM6jMDH4Q9b1uosu+HHZZn74IGv3jqBaRB1l42w6RHB728YBmpqaszlOI8HAKDBMN+5L9KyHrIcBx8uy9wHd607aLezTR63G4YRWPZ6vfD7/aZR0zQb2xS+fe4Qi53tCNsmDXC73eb3D+4nn89nulwabI8TAMTDa3rsj1Ng2VN71IWOk9/vN5c1TYO79vFjZ5x0GOZYxcEX1Ti5Qt5SInR/1NTUmMtxcR5zHatxCi4HH8vx8Nofp5Bll0sPe8wEx8zv98Pl0m2PU6RjK5rHnla7D+qOk9/vN11a7feyGqegN9KxZWebPB6PeWyFjlNNTY358cBjzHqcgt7g49kDX1TjFDi2XPXGKXTZ7Xab50OrcQoue2r3TwK8tsdJOra8Xq/5cU/tucDOOAWXg4+fuJBzs73HHsz90dA4BR9XdscpaPTYOB9G2iaXy2Xr2LIzTsHlhJDzod1zRMAL8/kpdJz8fr9p1AHb4xRcbuh8aGc73BrM56fQcZKPrcjjFFyWzofiNtU+gELPNV6v11z2uN3mRZyt7asdj6DHDZ/NcQrZJk0Le8yEjlnw2LI7Tg2dD6N97MXFeeqNk2EYpvGn7bYeJyDysWVnm1wazGModJxCr4FcGmyPExB6bPmiGycY5nWEYRhh4xRcdrl0uBq4VpWu94JjFQ9vVOPkrnM+DI5T6JjVPx9aXzvUPbaifey53W5zbELHye/3Q9fl82FD1xE/XauGHlt2twnmMRQ6TqHPH3rItaqd6/JI16p2tqnu82nomAGBc0FwHbvX5UFPXMi1hq3HXp1jq6Ex83h+ula1e13uDrvWsDtOhnnchI6T3Zr9xrtt27aYP38+lixZgn/961/o1q0bLrzwQqxatcpcZ//+/WjTpk3Y57Vp0wb79+8HABw+fBg+n09cJ/hfaZ2RI0fi+uuvx4ABA3DTTTdh0aJFSE5Oxh133IFnnnkGc+fORbdu3TBkyJB6vxse2sMPP4z09HTzT05ODgDg+++/BwCcf84g9G0VGJUzk46ha0Jgqnvf5GJ0jC8DAAxIKUJOXDkAYFDqEWR7KuGFhuM+FzLcgQf1BekHkeEKLA/POIBUPTC4ozL3I0Hzww0DozL3w6MDqSnJ2Lx5MwCgtLQU+fn5AICKigpMvOk6AEArdxWGph0GAGR7KjEoNTDNPieuHANSigAAHePL0De5GACQl1CGPVUJ8EJD98QSdE8ssb1N1425wvyBxKpVq3D4cOD7btmyBe2y21hukxsGEjQ/RmUGxi5R98FraPBCQ4arBhekH7S9Td0ygMsuvsj8/t9++y2AwAyIAwcOBOxZmu1xAoBBaUex4XgGvNBsj1Nwm8Z2DRx2VVVV5jgVFxdjxYoVgf2em4OLO2i2x6lrQim6J5Ugv7gNuiYej2qcBqUeQU4KAADbt283x2nFihUoLg58/XtvHY+02veesBqnVN2L4RkH4IWGL0szcW76YdvjFLpNQ87uj8LCQnOcgo/twsJCDDm7v+1xGpp2GK3cVfBCQ6VfR4rLa3ucgtuUFhfYB3XH6fDhw+aMmZwU2BqnM5OOBZYTj2NHZRK80KI6RwDAzdeMwfHjx+uNU35+PqqqqgAAY7vqtsYJADJcNTg3/TDyi9sgw10T1Tj1aqFh5Pnn1hunb7/9Flu2bAEQOPa6ZcDWOAGB816Ky4v84jY4P+OQ7XFK1b24slPguKmoqAgbp+DzTUlJCa4bc4XtcQqe97zQsKcqAXkJZbbHaWjaYWQnBbZ7y5YtYeMU/PWnaXfdjiQ3bI9T8LyX4a7BcZ8LXmi2zxHBbTr/nEHmeS90nPbs2YP+fXpHNU7B8975GYfwvyUt4YVm+xwBAC0TYD4/hY5TYWEhCgoKAACd0mF7nIDAeS8voQz5xW3QO/mY7XMEAIzO08znp9BxWrZsGbxeL+LiPBjbVbc9TsHznhcavilLx4DUItvj1D2xxLyOKCwsNMdp06ZN5r4Zc9kodEqH7XEKnveC0yrdmhH1Yy8vN8c87xUWFpovbBQXF2PMZaOiGqfgea938jH8pyIFXmhRP/buvXW8ed5btmwZKisr4fV6sXnzZsTFeZDkhu1xAoBWnioUez3wQovqHAEEriOCz0+h4/TVV1+Zx/9FOZrtcQKAEZkHsfJYKwCIapxauavM64iSkhJznHbv3o2vvvoKANC/T28MbqvZHqe+ycU4Lb4c+cVt0DelOKpxGp5xwLyO2Lx5szlOwWPL6/Vi2l232x6n4HnPCw0/lKeib0qx7XEK3abLLr4IR48eNcdp9+7dAAIv5nXrnGd7nILnvdCiOUcAgeuI4PNT6DgVFBRgz549AALPuXbGKXje65tSjB/KU+GFFtU5AghcR6SmJMPv95vjVFlZiWXLlgEAWrbINJ9z7V6X900pRn5xG5wWXx7VOA1uq5nPT6HjtGbNGvNa8eZrxpjPuXavywFg5bFWGJF50PY4ZXsqcVFOYLuLi4vNcbKbZgR/VNiINE3D0qVLccUVV0T1eaNHj4amaXjnnXcAAHFxcVi0aBGuueYac51XXnkFt9xyCyorK7Fv3z60b98ea9aswaBBg8x1/ud//gcvvfQSfvzxR6xZswZDhgzBvn370LZtW3OdW2+9Fbt378by5csbtMycORPHjh3D+PHjMWLECHz33Xd47733MGfOHGzYsKHBz6mqqjJP9EDgpJaTk4OjR4/i6NGjuO7WO9HhktuR0vo086c1fmhwwQ8Dmrkc+HlM6DIQDx+qa3/OE7qOG/7aJ8vQ5cAF29GD+7Dj/afxyrNP4fTTTzd/uunxeLB161bcOPEetBtxK9Kz2kOHAR90aLU/Saq7rMOAZi4HHpzV0M2f0PihWW7TsYN7sffD+XjxmX+gS5cu8Hq90HUduq7j//7v/3D9bXehw6g70CKrXcRtCl/WAfiRAD8q4YIGWG5H6PLxQ3uwa/l8vDx/Djp27Agg8KqPz+fD9u3bce2ESej8q0lIbd3e5jhpcMEHHUANdLhg2Bqn4HLF4b3Y8u7TePX5uejQoQM8Ho/5isauXbtwzS13oPOldyCp9Wk2xynw07vAXgJQa7f72Cs+uA8FtY+fLl26QNd11NTUwOVyoaCgADdMvBvth9+K1KzTbIyTYX7cAz/8AHxw2Rqn4DYVHdyH3cvn4aVn5qBr165hM0m2bNmCcbffhZyLJyIzq52NcWr42LIzTsFtKj24B3s/ehYvzvsH8vLy4PP5zDHbunUrrrv1TuRdOgkZWe1sjFPwGGr42LJ67B07uBd785/Fi/OeRJcuXcxxCo7Zzp07cc0td6Dr6ElIbNXexjgFvX5o0OBD4Kexds8RgWPrGbw8/6l6xxYA7NixA9ffdhdyL74NKa1PszFOwWUg8Dp60GvnHGFEPLb8fj/cbje2bt2KG26/G+1H3hZ2Pow8TsFlIK72+/trz812HnuRji23243t27fjhol3o93wW5GW1d7mOAXHw484+FElnA8b2qbig3uxe/kzeOmZf1geW/bGKXjeq31lD3oD2xF5m0oP7gk8np8JHFvBcfL7/di2bRuunTAJnS6dhPTaY8t6nILLRu13QhTnCA3lh/Zg2/tz8erzc5Gbmwu32w1N0yyOLWmcgsuRz4fSNpUc2ovt7z2Nxc89jU6dOsHlcsHr9ULTNOzYsQPjbrsLOSNvQ0qWvWMr9BhKgA+V5rFl77FXdHAfdi6bi5fnz8Hpp58edmxt2bIFN068B+1H3oaMrPY2x+mn856r9nwY+nxqtU3HDu7Fvo+exaK5P50Pg7PbtmzZgutuvRMdL51Ue61hZ5wiH1t2Hntlh/Zgxwfz8MqzT6NDhw7QNM0cs4KCAvNaI6V1e5vjFHpsaXDX/tfuY6/s0F5sfS9wPuzYsaN5bPn9fuzcuRPX3ToJHS+ZiOQ616rSOBm1zxEGDPhr94rdx15RyPkw+D5PXq8Xbrcb27Ztw4133FPnfGjnGi/82LJ/jgicD/d8OB8vznsSXbt2DbtW3bJlS+C565LI58OGryOM2mvV0GPL3mOv9OAe7PlwPl6aPyfsfBh6rdrpV5OQVnutKo9T8LzX8LWqncdexeE9Yc+nwWPL6/Wa16pdfnUHEltFvlatvxy41vAj8Aq/3XNE3WMrOE7BMSsoKMC42+/GaSMC16p275+8tf8NHGMum+cIA8cP7cW22nNzXl4eysvLkZ6ejmPHjiEtLQ1Sjvw73r/85S/Nn94CQHZ2tvmqdLCDBw+ar163atUKLpdLXCc7OxsAxHXq9uOPP+KVV17Bf//3f+Ozzz7Dueeei9atW+Pqq6/Gxo0bzVds6xYfH4+0tLSwPwDM31v3+Xzw1/44w1/74AcCD7DQZaPOshsGRmYeRPC330PXCV58hi9rtcsI+/6apsETnF6uaagOTjuHVnsIRl72hyzrAC7OPAB37cEatNvZppraiwOgdqppcMqOy/XTFHRxm8K3z43AT37dMGxtR9g2GQiZWuUy91PwhgUAfAZsjxMAaNBwSe2+sT9OgeWa2h+Kho6TruvmsmEY8NY+fuyMU+AEFfhJng5ENU4/TcQM3x8ej8dcrq6uMdexGqfgshsGLsk8AK32+0T72PP5/GGPmeCY6boOn89ve5wiHVvRPPaM2n1Qd5x0XTddRu33shqnoDfSsWVnm2pqasxjK3ScPB7PT9Nk/bA1TkGvhsArla4I2xFxmwzA6/3p5i302Aoue71e83xoNU7BZReCr1JptsdJOraCFwyapqEmOO3cxjgFl90wcHHmAfM72X/swdwfDY1T8HFld5yCRheAkRbnw0jb5PP5bB1bdsYpuAxoGFX7eLZ7jgh4YT4/hY5T8KIqYIftcQouB8+HGmD7HAEAXgM/TSkPGSf52Io8TsFl6XwoblPtAyj0XON2u83lGq8XwdfYbG0ffroZCDyfhtptbpNhhD1mQscseGzZHafgsoafzofRPvaqq2vqjVPwhjeY3XECIh9bdrbJZ8A8hkLHKfQayGfA9jgFzYFjK9K1X+RtCl5HaJoWNk4//eqdH74GrlWl672fji0tqnHy1jkfBscpdMzqnw+trx3qHlvRPvaCN251x0nXQ37dzcY4/XRsoYFjy+42wTyGQscp9PnDH3Ktaue6PNK1qp1tqvt8GjpmQO0U9Np17F6XB681dCCqcap7bDU0ZjU1P12r2r0udwMYlXkAocebrcdeyLk5OE52c+TGe9OmTWGvSg8aNAgfffRR2Dr5+fkYPHgwgMAr4v369au3zkcffWSuk5eXh+zs7LB1qqursXLlSnOd0AzDwG233YbHHnsMKSkp8Pl85u8thP5u4MnMCw3LirLNn8Y4nUoelSwAPVbRI0ePHD1y9MjRI0dPbFgAeqyiR44eOSc80d2mAzh+/Di2bt1q/n9BQQG+/vpr89/Gnj59Ovbu3YsXX3wRQOAdyzt27IiePXuiuroaL7/8MpYsWYIlS5aYX+Pee+/Fueeei0ceeQSXX3453n77bXz88cdYvXq1uc7UqVMxbtw49O/fH4MGDcL8+fOxa9cuTJw4EUDgJzKTJ0/GrFmz0LVrV3Tt2hWzZs1CUlISrr322nrb8eyzzyIrKwuXXXYZAGDIkCGYOXMmvvjiC3zwwQfo0aMHMjIyot09J5xbM+A11HhAAmp5VLIA9FhFjxw9cvTI0SNHjxw9kVPJAtBjFT1y9MidbE/Ur3ivX78effv2Rd++fQEEboj79u2L+++/H0DgzTZC/23t6upq3HfffejduzeGDh2K1atX4/333w/758gGDx6M1157DS+88AJ69+6NhQsX4vXXX8fAgQPNdcaOHYvZs2fjwQcfxFlnnYVVq1Zh2bJl6NChg7nOtGnTMHnyZEyaNAn9+/fH3r17kZ+fj9TU1LBtOHDgAGbNmoUnn3zS/NjZZ5+N3/72t7j00kvxxhtv4IUXXoh215xwbhgYkXHA/H0Dp1PJo5IFoMcqeuTokaNHjh45euToiQ0LQI9V9MjRI+eEJ+pXvIcNGwbp/dgWLlwY9v/Tpk3DtGnTLL/umDFjMGbMGHGdSZMmYdKkSRH/XtM0zJw5EzNnzhS/Tps2bbBjx456H7///vvNHyA4kRc63ilq59j3r5tKHpUsAD1W0SNHjxw9cvTI0SNHT+RUsgD0WEWPHD1yTngc+R1vFikDqXoNoMhPgtTyqGQB6LGKHjl65OiRo0eOHjl6IqeSBaDHKnrk6JE7+R7eeCuUGwbOSTus1BQMVTwqWQB6rKJHjh45euTokaNHjp7YsAD0WEWPHD1yTniinmrOmi8vdHxQ3NZ6xZOUSh6VLAA9VtEjR48cPXL0yNEjR0/kVLIA9FhFjxw9ck54+Iq3QmkwkOmqhqbIT4JU8qhkAeixih45euTokaNHjh45emLDAtBjFT1y9Mg54eGNt0LpMNA/5Sh0RR6QKnlUsgD0WEWPHD1y9MjRI0ePHD2xYQHosYoeOXrknPBwqrlC+aDjo2PZTjPMVPKoZAHosYoeOXrk6JGjR44eOXoip5IFoMcqeuTokXPCw1e8FUqDgdbuSqWmYKjiUckC0GMVPXL0yNEjR48cPXL0xIYFoMcqeuTokXPCwxtvhdJhoGdSiVJTMFTxqGQB6LGKHjl65OiRo0eOHjl6YsMC0GMVPXL0yDnh4VRzhfJBx2clWU4zzFTyqGQB6LGKHjl65OiRo0eOHjl6IqeSBaDHKnrk6JFzwsNXvBVKg4G2ngqlpmCo4lHJAtBjFT1y9MjRI0ePHD1y9MSGBaDHKnrk6JFzwsMbb4XSYaBzwnGlpmCo4lHJAtBjFT1y9MjRI0ePHD1y9MSGBaDHKnrk6JFzwsOp5grlg47Vpa2dZpip5FHJAtBjFT1y9MjRI0ePHD1y9EROJQtAj1X0yNEj54SHr3grlAYDuXFlSk3BUMWjkgWgxyp65OiRo0eOHjl65OiJDQtAj1X0yNEj54SHN94KpcNAu7hKpaZgqOJRyQLQYxU9cvTI0SNHjxw9cvTEhgWgxyp65OiRc8LDqeYK5YOOL463dJphppJHJQtAj1X0yNEjR48cPXL0yNETOZUsAD1W0SNHj5wTHr7irVA6DHSKV+tNB1TxqGQB6LGKHjl65OiRo0eOHjl6YsMC0GMVPXL0yDnh4Y23Qmkw0MJdrdTvPqjiUckC0GMVPXL0yNEjR48cPXL0xIYFoMcqeuTokXPCw6nmCuWDjvVlLZxmmKnkUckC0GMVPXL0yNEjR48cPXL0RE4lC0CPVfTI0SPnhIeveCuUDgPdEkqUmoKhikclC0CPVfTI0SNHjxw9cvTI0RMbFoAeq+iRo0fOCQ9vvBUrQfc7TQhLJY9KFoAeq+iRo0eOHjl65OiRoydyKlkAeqyiR44euZPt4VRzhfJDwzflGU4zzFTyqGQB6LGKHjl65OiRo0eOHjl6IqeSBaDHKnrk6JFzwsNXvBVKh4GeiceUmoKhikclC0CPVfTI0SNHjxw9cvTI0RMbFoAeq+iRo0fOCQ9vvBljjDHGGGOMsWaMU80Vyg8NP1SkO80wU8mjkgWgxyp65OiRo0eOHjl65OiJnEoWgB6r6JGjR84JD1/xVigdBvokFSs1BUMVj0oWgB6r6JGjR44eOXrk6JGjJzYsAD1W0SNHj5wTHt54K1alX60hUcmjkgWgxyp65OiRo0eOHjl65OiJnEoWgB6r6JGjR+5kezjVXKH80PCfyjSnGWYqeVSyAPRYRY8cPXL0yNEjR48cPZFTyQLQYxU9cvTIOeFR68cOp3gu+NE/+ShcUOPfuFPJo5IFoMcqeuTokaNHjh45euToiQ0LQI9V9MjRI+eEhzfeCmVAw1FvHAxoTlMAqOVRyQLQYxU9cvTI0SNHjxw9cvTEhgWgxyp65OiRc8LDqeYK5YeG7VUpTjPMVPKoZAHosYoeOXrk6JGjR44eOXoip5IFoMcqeuTokXPCw1e8FcoFP36ZckSpKRiqeFSyAPRYRY8cPXL0yNEjR48cPbFhAeixih45euSc8PDGW6H80LCvOgF+RaZgqORRyQLQYxU9cvTI0SNHjxw9cvTEhgWgxyp65OiRc8LDqeYKZUDDrupkpxlmKnlUsgD0WEWPHD1y9MjRI0ePHD2RU8kC0GMVPXL0yDnh4SveCuWCH+ekHlJqCoYqHpUsAD1W0SNHjxw9cvTI0SNHT2xYAHqsokeOHjknPLzxVig/NGyrTFFqCoYqHpUsAD1W0SNHjxw9cvTI0SNHT2xYAHqsokeOHjknPJxqrlAGNBTWJDrNMFPJo5IFoMcqeuTokaNHjh45euToiZxKFoAeq+iRo0fOCQ9f8VYoF/wYlnZQqSkYqnhUsgD0WEWPHD1y9MjRI0ePHD2xYQHosYoeOXrknPDwxluh/NDwQ3maUlMwVPGoZAHosYoeOXrk6JGjR44eOXpiwwLQYxU9cvTIOeHhVHOFMqDhkDfBaYaZSh6VLAA9VtEjR48cPXL0yNEjR0/kVLIA9FhFjxw9ck54+Iq3Qrngx/D0/UpNwVDFo5IFoMcqeuTokaNHjh45euToiQ0LQI9V9MjRI+eEhzfeCuWHhvXHWyg1BUMVj0oWgB6r6JGjR44eOXrk6JGjJzYsAD1W0SNHj5wTHk41VygDGop8cU4zzFTyqGQB6LGKHjl65OiRo0eOHjl6IqeSBaDHKnrk6JFzwsNXvBXKDT8uySiEW5EpGCp5VLIA9FhFjxw9cvTI0SNHjxw9sWEB6LGKHjl65Jzw8MZbobzQsLqkFbyKTMFQyaOSBaDHKnrk6JGjR44eOXrk6IkNC0CPVfTI0SPnhIdTzZVKQ6nf4zQiJJU8KlkAeqyiR44eOXrk6JGjR46eyKlkAeixih45euROvoeveCuUG35clrlPqSkYqnhUsgD0WEWPHD1y9MjRI0ePHD2xYQHosYoeOXrknPDwxluhvNCQX9xGqSkYqnhUsgD0WEWPHD1y9MjRI0ePHD2xYQHosYoeOXrknPDwxluxvIYaD8ZgKnlUsgD0WEWPHD1y9MjRI0ePHD2RU8kC0GMVPXL0yJ1sD2+8FcoNA6My98MNw2kKALU8KlkAeqyiR44eOXrk6JGjR46e2LAA9FhFjxw9ck54eOOtUF5oWFaUrdQUDFU8KlkAeqyiR44eOXrk6JGjR46e2LAA9FhFjxw9ck54eOOtWG5NjZ8CBVPJo5IFoMcqeuTokaNHjh45euToiZxKFoAeq+iRo0fuZHt4461QbhgYkXFAqSkYqnhUsgD0WEWPHD1y9MjRI0ePHD2xYQHosYoeOXrknPDw3/FWKC90vFPUzmmGmUoelSwAPVbRI0ePHD1y9MjRI0dP5FSyAPRYRY8cPXJOePiKt1IZSNVrAEV+EqSWRyULQI9V9MjRI0ePHD1y9MjREzmVLAA9VtEjR4/cyffwxluh3DBwTtphpaZgqOJRyQLQYxU9cvTI0SNHjxw9cvTEhgWgxyp65OiRc8LDqeYK5YWOD4rbOs0wU8mjkgWgxyp65OiRo0eOHjl65OiJnEoWgB6r6JGjR84JD1/xVigNBjJd1dAU+UmQSh6VLAA9VtEjR48cPXL0yNEjR09sWAB6rKJHjh45Jzy88VYoHQb6pxyFrsgDUiWPShaAHqvokaNHjh45euTokaMnNiwAPVbRI0ePnBMeTjVXKB90fHQs22mGmUoelSwAPVbRI0ePHD1y9MjRI0dP5FSyAPRYRY8cPXJOePiKt0JpMNDaXanUFAxVPCpZAHqsokeOHjl65OiRo0eOntiwAPRYRY8cPXJOeHjjrVA6DPRMKlFqCoYqHpUsAD1W0SNHjxw9cvTI0SNHT2xYAHqsokeOHjknPJxqrlA+6PisJMtphplKHpUsAD1W0SNHjxw9cvTI0SNHT+RUsgD0WEWPHD1yTnj4irdCaTDQ1lOh1BQMVTwqWQB6rKJHjh45euTokaNHjp7YsAD0WEWPHD1yTnh4461QOgx0Tjiu1BQMVTwqWQB6rKJHjh45euTokaNHjp7YsAD0WEWPHD1yTng41VyhfNCxurS10wwzlTwqWQB6rKJHjh45euTokaNHjp7IqWQB6LGKHjl65Jzw8BVvhdJgIDeuTKkpGKp4VLIA9FhFjxw9cvTI0SNHjxw9sWEB6LGKHjl65Jzw8MZboXQYaBdXqdQUDFU8KlkAeqyiR44eOXrk6JGjR46e2LAA9FhFjxw9ck54ONVcoXzQ8cXxlk4zzFTyqGQB6LGKHjl65OiRo0eOHjl6IqeSBaDHKnrk6JFzwsNXvBVKh4FO8Wq96YAqHpUsAD1W0SNHjxw9cvTI0SNHT2xYAHqsokeOHjknPLzxVigNBlq4q5X63QdVPCpZAHqsokeOHjl65OiRo0eOntiwAPRYRY8cPXJOeKK+8V61ahVGjx6Ndu3aQdM0vPXWW5afs3LlSvTr1w8JCQno1KkT5s2bV2+dJUuWoEePHoiPj0ePHj2wdOnSeus8/fTTyMvLQ0JCAvr164fPP/887O8Nw8DMmTPRrl07JCYmYtiwYfjhhx/C1pk6dSpatGiB3NxcvPbaa2F/98Ybb2D06NE29kLz5IOO9WUt4FPk5yEqeVSyAPRYRY8cPXL0yNEjR48cPbFhAeixih45euSc8ET9ncrKytCnTx/MmTPH1voFBQUYNWoUhg4dik2bNuEPf/gD7rnnHixZssRcZ+3atRg7dizGjRuHb775BuPGjcPVV1+NL7/80lzn9ddfx+TJkzFjxgxs2rQJQ4cOxSWXXIJdu3aZ6zz66KN4/PHHMWfOHKxbtw7Z2dkYPnw4SktLAQDvvvsuFi9ejPz8fDzyyCMYP348jhw5AgAoLi7GjBkz8NRTT0W7S5osHQa6JZQoNQVDFY9KFoAeq+iRo0eOHjl65OiRoyc2LAA9VtEjR4+cE56ob7wvueQSPPTQQ7jqqqtsrT9v3jzk5uZi9uzZ6N69OyZMmICbb74Zf/vb38x1Zs+ejeHDh2P69Ok444wzMH36dFx44YWYPXu2uc7jjz+OW265BRMmTED37t0xe/Zs5OTkYO7cuQACr3bPnj0bM2bMwFVXXYVevXph0aJFKC8vx+LFiwEAmzdvxrBhw9C/f39cc801SEtLw/bt2wEA06ZNw6RJk5CbmxvtLmnSEnS/o9+/bip5VLIA9FhFjxw9cvTI0SNHjxw9kVPJAtBjFT1y9MidbE+zv7a+du1ajBgxIuxjI0eOxPr161FTUyOus2bNGgBAdXU1NmzYUG+dESNGmOsUFBRg//79YevEx8fjvPPOM9fp06cP1q9fj6KiImzYsAEVFRXo0qULVq9ejY0bN+Kee+5p2o2PMj80fFOeAT80Rx3BVPKoZAHosYoeOXrk6JGjR44eOXpiwwLQYxU9cvTIOeFp9hvv/fv3o02bNmEfa9OmDbxeLw4fPiyus3//fgDA4cOH4fP5xHWC/5XWGTlyJK6//noMGDAAN910ExYtWoTk5GTccccdeOaZZzB37lx069YNQ4YMqfe74aFVVVWhpKQk7A8A+Hw+AIDL5YJeO4Y6DHMKgwv+sGWtzrIOA70Si+GCv946bviBestG7TLCvr9hGOYPNQzDQJzHAyDwJgLBrx1pWQ9ZdsOPXonF5jYE7Xa2yeN2wzACy16vF36/3zRqmmZjm8K3Tw+x2NmOsG3SALfbbX7/4H7y+Xymy6XB9jgBgAc+9Kz12B+nwLKn9qgLHSe/328ua5oGd+3jx8446bVfv2fiMbhD7PYfe6i3P2pqaszluDiPuY7VOAWXdRjomVgMD3z2xylk2eXSwx4zwTHz+/1wuXTb4xTp2IrmsafV7oO64+T3+02XVvu9rMZJD/meDR1bth57Ho95bIWOU01NjfnxwGPMepyC3sDj+Rhc8Ec1ToFjy1VvnEKX3W63eT60Gqfgsqv28RwHn+1xko4tr9drftxTey6wM06h49Mrsdj8XvYfezD3R0PjFHxc2R2n0OcGq/NhpG1yuVy2ji074xRcjgs5H9o9RwS8MJ+fQsfJ7/ebRh2wPU7B5YbOh3a2w63BfH4KHSf52Io8TsFl6XwoblPtAyj0XOP1es1lj9ttXsTZ2r7a8Qg+nvXa/4/msadpWthjJnTMgseW3XEKPR829Hxq67EX56k3ToZhmMafttt6nIJfu6Fjy842uTSYx1DoOIVeA7k02B4nIPTY8kc3TjDM6wjDMMLGKbjsculwNXCtKl3vBY8tD3xRjZO7zvkwOE6hY1b/fGh97VD32Ir6sed2m2MTOk5+vx+6Lp8PG7qO+OlaNfTYsrtNMI+h0HEKff7QQ65V7VyXR7pWtbNNdZ9PQ8cMCJwLguvYvS4PXmu4Q641bD326hxbDY2Zx/PTtard63K99twTh+D5wuZjL+TcHBwnu52U3yYPPpEFC54kQz/e0Dp1P9YU68ycORNbt27Fd999hyuvvBKzZs3CRRddBI/Hg4ceegirV6/GhAkTcMMNN0Tcnocffhjp6enmn5ycHADA999/DwA4/5xB6Nsq8D3PTDqGrgmB3zHvm1yMjvFlAIABKUXIiSsHAAxKPYJsTyUA4LS4CrRyVwMALkg/iAxX4AE+POMAUvXA4I7K3I8EzQ83DIzK3A+PDqSmJGPz5s0AgNLSUuTn5wMAKioqMPGm6wAArdxVGJoW+GFHtqcSg1IDv9+eE1eOASlFAICO8WXom1wMAOiScNy0dE8sQffEEtvbdN2YK8wfSKxatcr8IcuWLVvQLruN5Ta5YSBB82NUZuCHJim6Fx3jA187w1WDC9IP2t6mbhnAZRdfZH7/b7/9FkDgVw8OHDgQsGdpUY3TOWlHkKj7ohqn4DaN7Ro47KqqqsxxKi4uxooVKwAAebk5uLiDZnucuiaUolfSMQDAGYmlUY3ToNQjyEkBAGD79u3mOK1YsQLFxYGvf++t45EWB1vjlKp7MTwjsE/jNT+GpR+yPU6h2zTk7P4oLCw0xyn42C4sLMSQs/vbHqehaYfRyl0FAMiNr0B6FOMU3Ka0uMA+qDtOhw8fNn9VJScFtsbpzJBxalF7bEV7jrj5mjE4fvx4vXHKz89HVVVgW8d21W2PU4arJmScqqMap14tNIw8/9x64/Ttt99iy5YtAALHXrcM2B6nC9IPmuN0YcZB2+OUqntxZafAcVNRURE2TqtWrQIAlJSU4LoxV9gep9DzXit3NbokHLc9TkPTDiM7KbDdW7ZsCRun4PuOTLvrdiS5YXucfjrvVeO0uArb4xS6TeefM8g874WO0549e9C/T++oxikjZJw8mmF7nILb1DIB5vNT6DgVFhaioKAAANApHVGN05lJx8xxOivKc8ToPM18fgodp2XLlsHr9SIuzoOxXfUoxumn816y7sMvU4/aHqfuiSXmdURhYaE5Tps2bTL3zZjLRqFTOmyPU+h5r1NCeVTniOA25eXmmOe9wsJCc0ZhcXExxlw2KqpxCp73zkouRrrLa3ucQrfp3lvHm+e9ZcuWobKyEl6vF5s3b0ZcnAdJbkQ1TtmeSrSLq4xqnILbNCBLM5+fQsfpq6++Mo//i3K0qMbp4swDcMFoxDmiyryOKCkpMcdp9+7d+OqrrwAA/fv0xuC2mu1x6ptcjA61x1O/KMdpeMYB8zpi8+bN5jgFjy2v14tpd90e1TgFz3upLi/6RXmOCG7TZRdfhKNHj5rjtHv3bgCBWbTdOufZHqfQ816nhPJGnSNyUmA+P4WOU0FBAfbs2QMg8JxrZ5w6hoxTau2xFe05YmxXHakpyfD7/eY4VVZWYtmyZQCAli0yzedcu9flwXHqEOU4DW6rmc9PoeO0Zs0a81rx5mvGmM+50VyXu2Dg4swDtscp21OJi3IC211cXGyOk900I3gX3Ig0TcPSpUtxxRVXRFzn3HPPRd++ffHEE0+YH1u6dCmuvvpqlJeXw+PxIDc3F1OmTMGUKVPMdf7+979j9uzZ2LlzJ6qrq5GUlIQ333wTV155pbnOvffei6+//horV67E9u3b0blzZ2zcuBF9+/Y117n88suRkZGBRYsW1bP9+OOPGD16NDZt2oQFCxZg9erVeOONN1BWVoaUlBQcO3YMaWlp9T6vqqrKPNEDgZNaTk4Ojh49iqNHj+K6W+9Eh0tuR0rr08yf1vihwQU/DGjmcuDnMfaW3fDDCw0IWw5csB09uA873n8arzz7FE4//XTzp5sejwdbt27FjRPvQbsRtyI9qz10GPBBN18FrLsc/ClvcDloj7Tc0DYdO7gXez+cjxef+Qe6dOkCr9cLXdeh6zr+7//+D9ffdhc6jLoDLbLaRdym8GUdqH3i8Qr2SMvHD+3BruXz8fL8OejYsSOAwKs+Pp8P27dv///t3Xl8U1X+//H3TdJSoC0gO8huAQVRFEFgVBDZQRllRHZZBRRFxAWZAXSUEb+CuIGylEXccHB0EERQtIKKoiAowshSFrGUrbRl6ZLk/P5Ic0lK87npjL339Of7+Xj0YWhj80pP7s29uSc3GDByHBr1GoeEqrVLdJyCl8+fOII9q+birUXzUK9ePcTExJhHNA4dOoT+I8aiUc+xKFf10hIdp2D76WO/IbXg8XPZZZfB5XIhPz8fbrcbqampGDJmPGp3HoWEapeW6DgF71PGsd9weO2reP21l5GUlBQ2k2TPnj0YfM99qNNtDCpVq1Wi4xS8H9nHfsWR9Quw7NWX0KBBA/h8PnPM9u7di4Gj7kWDnuNQsVqtEh0nc9latwDLXn0Rl112mTlOwTE7ePAg+o8Yi6Te41C2Su0SHacLy9ZrWD7/lYuWLQA4cOAABo2+D3W7jUZ81UtLdJwAFXHZ8vv98Hg82Lt3L4bcMx61u44OWx/+3uNktWx5PB7s378fQ8aMR63Oo5BYrXaJjlOw/fSxIzi89jW8/tpLlstWSY5T2LK1bgGWvRZYtoLj5Pf7sW/fPgwYOQ4Ne45DhYJlq6TGKXj53PFfsW/1PLy1aB7q1q0Lj8cDwzAslq3ff5yC9yPr+BHs/3Au3lw4Fw0bNoTb7YbX64VhGDhw4AAGj74PdbqORny16Jat/3acgr0Zx37DwTXzsHz+y2jcuHHYsrVnzx4MHXM/ancdjYrVapfoOIWuD39bvwBL511YHwZnt+3ZswcDR92L+j3HFWxrlNw4BS+fPf4rDnz0Kt5YMBf16tWDYRjmmKWmpprbGvFVa5foOAXbzx4/gr0fBtaH9evXN5ctv9+PgwcPYuCocajffQzKF9pW/b3HKXifMkLWh0lJSQACRyw9Hg/27duHoWPvL7Q+LJlxCl0f/vrxfCx79UUkJSWFbavu2bMn8NzVPfL68Pcap+Dl7GO/4teP5+P1+S+HrQ9Dt1Ub9hqHxIJt1ZIap+B9On/i17Dn0+Cy5fV6zW3Vy3qNRdkqkbdVf69t2MLLVnCcgmOWmpqKwfeMx6VdAtuqJTlOBhTOHD+CfQXr5gYNGuDcuXOoUKFCxP3GUCV+xLtt27ZYv3592PfWrVuHVq1aIaZgilmk67Rr1w4AEBsbi2uvvfai66xfv968ToMGDVCjRo2w6+Tl5SElJcW8TiilFEaPHo1Zs2YhPj4ePp/PnD4ROkWxKGXKlEFiYmLYFxDYeAEKpoUUvJzhL3jwA4HT1odeVoUuu6DQvFwWzOk4IdcJPCAKXzYKLiPs9g3DMP+2hmEgLzjtHIZ5yvxIl/0hl4HAK04uqLD7Ec19yi/YOAAKppoGp+y43RemoIv3Kfz+uQA0Kxc482A09yPsPimETK1ym3+n4A4LAPgUoh6n4O9vUfC3iX6cApfzCx5WoePkcrnMy0opeAseP9GMU7D1qnKnw/4d/WMPF/09YmJizMt5efnmdazGKXjZBYUW5TLD/l7Feez5fP6wx0xwzFwuF3w+f9TjFGnZKs5jTxX8DQqPk8vlMrtUwW1ZjdOFyXZFL1vR3Kf8/Hxz2Qodp5iYmAvTZP2IapyCvQoGrip3GkaE+xHxPinA672w8xa6bAUve71ec31oNU7BywYCj2d/QXc04yQtW8ENBsMwkB+cdh7FOAUvu6DMV+SjHSdp2QqOU/BxFe04BRsNAM0t1oeR7pPP54tq2YpmnFTI3+mqgsdztOuIQC/M56fQcQpuVAV+N6Iep+BlIPD4UTCiXkcAgFddmJEXOk7yshV5nIKXpfWheJ8KHkCh6xqPx2Nezvd6EdxKier+FYyHC6rg+TS0Pcr7pFTYYyZ0zILLVrTj5A/5e1xZxPNpNJfz8vIvGqfgDm9QtOMUHNmilq1o7pNPwVyGQscpdBvIpxD1OAV/f2DZirTtF/k+BbcjDMMIG6cLb73zw1fEtqq0vQdcWLaKM07eQuvD4DiFjtnF60PrbYfCy1ZxH3vBHbfC4+RyhbzdLYpxurBsoYhlK9r7BHMZCh2n0OcPf8i2ajTb5ZG2VaO5T4WfT0PHDCiYgl5wnWi3y4PbGsHbjXacCi9bRY1Zfv6FbdVot8tdAK4qlxmybRblYy9k3Rwcp2gV79oAzpw5g71795r/Tk1NxQ8//GB+NvbkyZNx5MgRLFu2DAAwZswYvPzyy5g4cSJGjRqFr7/+GosWLcJbb71l/o4HHngAN954I2bOnInbbrsNH3zwAT755BNs2rTJvM7EiRMxePBgtGrVCm3btsX8+fNx6NAhjBkzBkDggTFhwgTMmDEDSUlJSEpKwowZM1CuXDkMGDDgovuxYMECVKtWDbfeeisAoH379pg+fTo2b96Mjz76CFdccQUqVqxY3D/P/yzHX+KvhRSLTj06tQDsscIeGXtk7JGxR8YeGXsi06kFYI8V9sjYI7O7p9g73t999x06duxo/nvixIkAgKFDh2LJkiVIS0sL+2ztBg0aYM2aNXjwwQfxyiuvoFatWnjxxRdxxx13mNdp164d3n77bfz1r3/F3/72NzRq1AjvvPMO2rRpY16nX79+OHnyJJ588kmkpaWhefPmWLNmDerVq2de55FHHsH58+cxbtw4ZGRkoE2bNli3bh0SEhLC7kN6ejpmzJhhvucFAFq3bo2HHnoIPXv2RLVq1Yqcml7S/DDwnxx5ioKddOrRqQVgjxX2yNgjY4+MPTL2yNgTmU4tAHussEfGHpkTPcXeze/QoYN5ZrvQryVLlgAAlixZgs8//zzs/7npppuwdetW5ObmIjU11TxKHapv377YvXs38vLysGvXriI/J3zcuHE4cOAAcnNz8f333+PGG28M+7lhGJg+fTrS0tKQk5ODlJQUNG/e/KLfU716dRw4cAC1atUK+/7UqVNx8uRJ7Nq1C61bty7mX+Z/54YfrcqfMs+c5zSdenRqAdhjhT0y9sjYI2OPjD0y9pSOFoA9VtgjY4/MiR69jvf/wSkYOOWNNd+X4DSdenRqAdhjhT0y9sjYI2OPjD0y9pSOFoA9VtgjY4/MiZ5iTzWnkuOHgf258U5nmHTq0akFYI8V9sjYI2OPjD0y9sjYE5lOLQB7rLBHxh6ZEz084q0RN/y4Pv6kVlMwdOnRqQVgjxX2yNgjY4+MPTL2yNhTOloA9lhhj4w9Mid6uOOtET8M/JYXB78mUzB06tGpBWCPFfbI2CNjj4w9MvbI2FM6WgD2WGGPjD0yJ3o41VwjCgYO5ZV3OsOkU49OLQB7rLBHxh4Ze2TskbFHxp7IdGoB2GOFPTL2yJzo4RFvjbjhx58Sjms1BUOXHp1aAPZYYY+MPTL2yNgjY4+MPaWjBWCPFfbI2CNzooc73hrxw8C+nHitpmDo0qNTC8AeK+yRsUfGHhl7ZOyRsad0tADsscIeGXtkTvRwqrlGFAyk5Zd1OsOkU49OLQB7rLBHxh4Ze2TskbFHxp7IdGoB2GOFPTL2yJzo4RFvjbjhR4fEY1pNwdClR6cWgD1W2CNjj4w9MvbI2CNjT+loAdhjhT0y9sic6OGOt0b8MLDzXKJWUzB06dGpBWCPFfbI2CNjj4w9MvbI2FM6WgD2WGGPjD0yJ3o41VwjCgaOe+OczjDp1KNTC8AeK+yRsUfGHhl7ZOyRsScynVoA9lhhj4w9Mid6eMRbI2740bnCUa2mYOjSo1MLwB4r7JGxR8YeGXtk7JGxp3S0AOyxwh4Ze2RO9HDHWyN+GPjuzCVaTcHQpUenFoA9VtgjY4+MPTL2yNgjY0/paAHYY4U9MvbInOjhVHONKBjI8MU6nWHSqUenFoA9VtgjY4+MPTL2yNgjY09kOrUA7LHCHhl7ZE708Ii3Rjzwo3vFNHg0mYKhU49OLQB7rLBHxh4Ze2TskbFHxp7S0QKwxwp7ZOyROdHDHW+NeGFgU1YVeDWZgqFTj04tAHussEfGHhl7ZOyRsUfGntLRArDHCntk7JE50cOp5loxkO2PcToihE49OrUA7LHCHhl7ZOyRsUfGHhl7ItOpBWCPFfbI2COzv4dHvDXigR+3VvpNqykYuvTo1AKwxwp7ZOyRsUfGHhl7ZOwpHS0Ae6ywR8YemRM93PHWiBcG1p2urtUUDF16dGoB2GOFPTL2yNgjY4+MPTL2lI4WgD1W2CNjj8yJHu54a8ar9HgwBunUo1MLwB4r7JGxR8YeGXtk7JGxJzKdWgD2WGGPjD0yu3u4460RDxR6VDoKD5TTKQD06tGpBWCPFfbI2CNjj4w9MvbI2FM6WgD2WGGPjD0yJ3q4460RLwysyaih1RQMXXp0agHYY4U9MvbI2CNjj4w9MvaUjhaAPVbYI2OPzIke7nhrxmPo8SpQkE49OrUA7LHCHhl7ZOyRsUfGHhl7ItOpBWCPFfbI2COzu4c73hrxQKFLxXStpmDo0qNTC8AeK+yRsUfGHhl7ZOyRsad0tADsscIeGXtkTvTwc7w14oUL/86o5XSGSacenVoA9lhhj4w9MvbI2CNjj4w9kenUArDHCntk7JE50cMj3lpRSHDlA5q8EqRXj04tAHussEfGHhl7ZOyRsUfGnsh0agHYY4U9MvbI7O/hjrdGPFD4U+IJraZg6NKjUwvAHivskbFHxh4Ze2TskbGndLQA7LHCHhl7ZE70cKq5Rrxw4aPTNZ3OMOnUo1MLwB4r7JGxR8YeGXtk7JGxJzKdWgD2WGGPjD0yJ3p4xFsjBhQqufNgaPJKkE49OrUA7LHCHhl7ZOyRsUfGHhl7SkcLwB4r7JGxR+ZED3e8NeKCQqv4U3Bp8oDUqUenFoA9VtgjY4+MPTL2yNgjY0/paAHYY4U9MvbInOjhVHON+ODC+swaTmeYdOrRqQVgjxX2yNgjY4+MPTL2yNgTmU4tAHussEfGHpkTPTzirREDClU9OVpNwdClR6cWgD1W2CNjj4w9MvbI2CNjT+loAdhjhT0y9sic6OGOt0ZcUGhWLkurKRi69OjUArDHCntk7JGxR8YeGXtk7CkdLQB7rLBHxh6ZEz2caq4RH1z4PKua0xkmnXp0agHYY4U9MvbI2CNjj4w9MvZEplMLwB4r7JGxR+ZED494a8SAQs2Y81pNwdClR6cWgD1W2CNjj4w9MvbI2CNjT+loAdhjhT0y9sic6OGOt0ZcUGgUd0arKRi69OjUArDHCntk7JGxR8YeGXtk7CkdLQB7rLBHxh6ZEz2caq4RH1zYlF3V6QyTTj06tQDsscIeGXtk7JGxR8YeGXsi06kFYI8V9sjYI3Oih0e8NWJAoW7sWa2mYOjSo1MLwB4r7JGxR8YeGXtk7JGxp3S0AOyxwh4Ze2RO9HDHWyMuKNSKzdFqCoYuPTq1AOyxwh4Ze2TskbFHxh4Ze0pHC8AeK+yRsUfmRA+nmmvEBxc2n6nsdIZJpx6dWgD2WGGPjD0y9sjYI2OPjD2R6dQCsMcKe2TskTnRwyPeGnFBoWEZvU46oEuPTi0Ae6ywR8YeGXtk7JGxR8ae0tECsMcKe2TskTnRwx1vjRhQuMSTp9V7H3Tp0akFYI8V9sjYI2OPjD0y9sjYUzpaAPZYYY+MPTInejjVXCM+uPDd2UuczjDp1KNTC8AeK+yRsUfGHhl7ZOyRsScynVoA9lhhj4w9Mid6eMRbIy4oNInL0moKhi49OrUA7LHCHhl7ZOyRsUfGHhl7SkcLwB4r7JGxR+ZED3e8NRPn8judEEanHp1aAPZYYY+MPTL2yNgjY4+MPZHp1AKwxwp7ZOyR2d3DqeYa8cPA9nMVnc4w6dSjUwvAHivskbFHxh4Ze2TskbEnMp1aAPZYYY+MPTInenjEWyMuKDQrm6nVFAxdenRqAdhjhT0y9sjYI2OPjD0y9pSOFoA9VtgjY4/MiR7ueBMRERERERGVIE4114gfBnaer+B0hkmnHp1aAPZYYY+MPTL2yNgjY4+MPZHp1AKwxwp7ZOyROdHDI94acUHhqnKntZqCoUuPTi0Ae6ywR8YeGXtk7JGxR8ae0tECsMcKe2TskTnRwx1vzeT49RoSnXp0agHYY4U9MvbI2CNjj4w9MvZEplMLwB4r7JGxR2Z3D6eaa8QPA//JSXQ6w6RTj04tAHussEfGHhl7ZOyRsUfGnsh0agHYY4U9MvbInOjR62WHPzg3/GhV/hTc0OMz7nTq0akFYI8V9sjYI2OPjD0y9sjYUzpaAPZYYY+MPTInerjjrREFA6e8sVAwnE4BoFePTi0Ae6ywR8YeGXtk7JGxR8ae0tECsMcKe2TskTnRw6nmGvHDwP7ceKczTDr16NQCsMcKe2TskbFHxh4Ze2TsiUynFoA9VtgjY4/MiR4e8daIG35cH39SqykYuvTo1AKwxwp7ZOyRsUfGHhl7ZOwpHS0Ae6ywR8YemRM93PHWiB8GfsuLg1+TKRg69ejUArDHCntk7JGxR8YeGXtk7CkdLQB7rLBHxh6ZEz2caq4RBQOH8so7nWHSqUenFoA9VtgjY4+MPTL2yNgjY09kOrUA7LHCHhl7ZE708Ii3Rtzw408Jx7WagqFLj04tAHussEfGHhl7ZOyRsUfGntLRArDHCntk7JE50cMdb434YWBfTrxWUzB06dGpBWCPFfbI2CNjj4w9MvbI2FM6WgD2WGGPjD0yJ3o41VwjCgbS8ss6nWHSqUenFoA9VtgjY4+MPTL2yNgjY09kOrUA7LHCHhl7ZE708Ii3Rtzwo0PiMa2mYOjSo1MLwB4r7JGxR8YeGXtk7JGxp3S0AOyxwh4Ze2RO9HDHWyN+GNh5LlGrKRi69OjUArDHCntk7JGxR8YeGXtk7CkdLQB7rLBHxh6ZEz2caq4RBQPHvXFOZ5h06tGpBWCPFfbI2CNjj4w9MvbI2BOZTi0Ae6ywR8YemRM9POKtETf86FzhqFZTMHTp0akFYI8V9sjYI2OPjD0y9sjYUzpaAPZYYY+MPTInerjjrRE/DHx35hKtpmDo0qNTC8AeK+yRsUfGHhl7ZOyRsad0tADsscIeGXtkTvRwqrlGFAxk+GKdzjDp1KNTC8AeK+yRsUfGHhl7ZOyRsScynVoA9lhhj4w9Mid6eMRbIx740b1iGjyaTMHQqUenFoA9VtgjY4+MPTL2yNgjY0/paAHYY4U9MvbInOjhjrdGvDCwKasKvJpMwdCpR6cWgD1W2CNjj4w9MvbI2CNjT+loAdhjhT0y9sic6OFUc60YyPbHOB0RQqcenVoA9lhhj4w9MvbI2CNjj4w9kenUArDHCntk7JHZ3/NfHfGeO3cuGjRogLi4OFx77bXYuHFjxOt+/vnnMAzjoq/du3eHXW/lypW44oorUKZMGVxxxRX417/+VezbVUph+vTpqFWrFsqWLYsOHTpg586dYdeZOHEiLrnkEtStWxdvv/122M9WrFiB3r17F/fP8bvxwI9bK/2m1RQMXXp0agHYY4U9MvbI2CNjj4w9MvaUjhaAPVbYI2OPzImeYu94v/POO5gwYQKmTJmCbdu24YYbbkD37t1x6NAh8f/7z3/+g7S0NPMrKSnJ/NnXX3+Nfv36YfDgwdi+fTsGDx6MO++8E998802xbvfZZ5/F7Nmz8fLLL2PLli2oUaMGOnfujOzsbADAqlWr8Oabb2LdunWYOXMmhg0bhpMnTwIATp8+jSlTpuCVV14p7p/kd+OFgXWnq2s1BUOXHp1aAPZYYY+MPTL2yNgjY4+MPaWjBWCPFfbI2CNzoqfYO96zZ8/GiBEjMHLkSFx++eWYM2cO6tSpg3nz5on/X7Vq1VCjRg3zy+12mz+bM2cOOnfujMmTJ6Np06aYPHkyOnXqhDlz5kR9u0opzJkzB1OmTMHtt9+O5s2bY+nSpTh37hzefPNNAMCuXbvQoUMHtGrVCv3790diYiL2798PAHjkkUcwbtw41K1bt7h/kt+VV+nxYAzSqUenFoA9VtgjY4+MPTL2yNgjY09kOrUA7LHCHhl7ZHb3FGvHOy8vD99//z26dOkS9v0uXbrgq6++Ev/fli1bombNmujUqRM+++yzsJ99/fXXF/3Orl27mr8zmttNTU3F0aNHw65TpkwZ3HTTTeZ1rrrqKnz33XfIyMjA999/j/Pnz+Oyyy7Dpk2bsHXrVtx///3F+Gv8/jxQ6FHpKDxQjnYE6dSjUwvAHivskbFHxh4Ze2TskbGndLQA7LHCHhl7ZE70FGvH+8SJE/D5fKhevXrY96tXr46jR48W+f/UrFkT8+fPx8qVK/Hee++hSZMm6NSpE7744gvzOkePHhV/ZzS3G/yvdJ2uXbti0KBBuO6663D33Xdj6dKlKF++PMaOHYvXXnsN8+bNQ5MmTdC+ffuL3hseKjc3F1lZWWFfAODz+QAAbrcbroIXUFxQcBUMqBv+sMtGocteGPg4oxp8BbcTep3A+w8KX1Zh70sI3r5SCvn5+ebl2JjAiQMMKLgLrh/psivksh/A2ozAFIzQ+xHNfYrxeKBU4LLX64Xf7zcbDcOI4j6F3z8vgHUZ1eCFEdX9CLtPBuDxeMzbD/6dfD6f2eU2EPU4AYCCwkcFf5voxylwOaZgqQsdJ7/fb142DAOegsdPNOPkgoIfwJqMGvADxRqnwGVc9PfIz883L8fGxpjXsRqn4GUvDHyUUR2q4HaK+9hzu11hj5ngmPn9frjdrqjHKdKyVZzHnlHwNyg8Tn6/3+wyCm7LapyCvZGWrWjuU0xMjLlshY5Tfn6++f3AY8x6nIK9CgprMmrAF+F+RLxPBuDxuC8ap9DLHo/HXB9ajVPwsg+Bx3OwO5pxkpYtr9drfj+mYF0QzTgFL3thYG1GdfOWon/swfx7FDVOwcdVtOMUbPQB+NhifRjpPrnd7qiWrWjGKXgZUFhT8HiOdh0R6IX5/BQ6Tn6/32x0AVGPU/BycH2ogKjXEQDgMWA+P4WOk7xsRR6n4GVpfSjep4IHUOi6xuv1mpdjPB5zIy6q+1cwHl4YBc+noe1R3ifDCHvMhI5ZcNmKdpyClxUurA+L+9iLjY25aJyUUmbjhfttPU5A5GUrmvvkNmAuQ6HjFLoN5DYQ9TgFmwPLVqRtv8j3KbgdoZQKG6fgZbfbBXcR26rS9t6FZUsVa5w8hdaHwXEKHbOL14fW2w6Fl63iPvY8Ho85NqHj5Pf74XLJ68OitiMubKuG34/o7hPMZSh0nEKfP1wh26rRbJdH2laN5j4Vfj4NHTMgsC4IXifa7fLgtoYfKNY4FV62ihqzmJgL26rRbpd7AazJqI7Q5S2qx17Iujk4TtH6r06uFnxiClJKXfS9oCZNmmDUqFG45ppr0LZtW8ydOxc9e/bEc889V+zf+XtcZ/r06di7dy9+/PFH/PnPf8aMGTNwyy23ICYmBk899RQ2bdqEkSNHYsiQIRHv/z/+8Q9UqFDB/KpTpw4A4KeffgIAdPxTW7SsErjNK8tlIiku8B7zluVPo36ZswCA6+IzUCf2HACgbcJJ1IjJAQC0TzyJKp48AMDNFY6hojvwAO9cMR0JrsDg9qh0FHGG33ylJsYFJMSXx65duwAA2dnZWLduHQDg/PnzGHP3QABAFU8ubkg8AQCoEZODtgmB97fXiT2H6+IzAAD1y5xFy/KnAQBJcWfQvFwmAODyslm4vGxW1PdpYN8+5gsSX3zxBU6cCNzunj17UKtGdcv75IFCnOFHj0qBF00SXF7cXPE4AKCiOx83VzgW9X1qUhG4tdst5u3v2LEDQOCtB+np6YH2akaxxumGxJOoFpNbrHEK3qd+SYHFLjc31xyn06dPY8OGDQCABnXroFs9oxjjlI0ry2XCYyhcXja7WOPUNuEk6sQDALB//35znDZs2IDTpwO//4FRw5AYi6jHqXPFwN/0Ek8ebq5wPOpxCr1P7Vu3QlpamjlOwcd2Wloa2rduVYxxOoEqnsA43VThRLHGKXifEmMDf4PC43TixAnzrSp14hH1OAHA5WWz0bRsdrHGKXifhvfvizNnzlw0TuvWrUNubuC+9ktyRT1OgeXpODyGQhVPXrHGqfklBrp2vPGicdqxYwf27NkDILDsNamIqMcpuDx5DIXOFY8Vax3x54aB5eb8+fNh4xR8oTcrKwsD+/YpxjhdWO81L5eJpLgzUY/TDYknUKNc4H7v2bMnbJyC5x155L57UM6DYoxTcL2Xh/aJJ6Mep9D71PFPbc31Xug4/frrr2h1VYtijxMAdK54DBXc0Y9T8D5VjoP5/BQ6TmlpaUhNTQUANKyAYo3TlQXj5DFUsdcRvRsY5vNT6DitWbMGXq8XsbEx6JfkKsY4XVjv1YrNQduEU1GP0+Vls8ztiLS0NHOctm3bZv5t+t7aAw0roBjjdGG916XSsWKuIwL3qUHdOuZ6Ly0tzZxRePr0afS9tUcxx+nCeq9BXPTjFHqfHhg1zFzvrVmzBjk5OfB6vdi1axdiY2NQzoNijVONmBy0Scgo1jgF79N11Qzz+Sl0nL799ltz+b+ljlGscepRKR3lXb7/Yh2Ra25HZGVlmeN0+PBhfPvttwCAVle1QLuaRrHGqX6Zs/AY6r9YR6Sb2xG7du0yxym4bHm9Xjxy3z3FGqfgeq9umeKNU+h9urXbLTh16pQ5TocPHwYQmEXbpFGDYozThfVel0rH/qt1RJ14mM9PoeOUmpqKX3/9FUDgOTfacQICy1PdMsUbp+B96pfkQkJ8efj9fnOccnJysGbNGgBA5Usqmc+5xdku9xiq2OPUrqZhPj+FjtNXX31lbisO79/XfM4tznZ5eZcPPSqlRz1ONWJycEudwP0+ffq0OU7RMlTwpcIo5OXloVy5cnj33Xfx5z//2fz+Aw88gB9++AEpKSlR/Z6nn34ay5cvNzfS6tatiwcffBAPPvigeZ3nn38ec+bMwcGDB6O63f3796NRo0bYunUrWrZsaV7ntttuQ8WKFbF06dKLOnbv3o3evXtj27ZtSE5OxqZNm7BixQqcPXsW8fHxyMzMRGJi4kX/X25urrmiBwIrtTp16uDUqVM4deoUBo66F/W634P4qpeGHOEKvNqkYJiXA6/HXLjsLnggfJRRHflwh10neBQRYZcDG2ynjv2GA6vn4o0Fr6Bx48bmq5sxMTHYu3cvho65H7W6jEKFarXhgoIPLhgFryQVvuwqeBXTBxdi4UO3SukFr04Z5v2wuk+Zx47gyMfzsey1l3DZZZfB6/XC5XLB5XLhl19+waDR96Fej7G4pFqtiPcp/LILHgQWjMBROcPyfoRePnP8VxxaOx/L57+M+vXrAwgc9fH5fNi/fz8GjByHRr3GIaFq7ajGScFAGXjRtdIx86hKNOMUvHz+xBHsWTUXby2ah3r16iEmJsY8onHo0CH0HzEWjXqORbmql0Y1Tq6CV+i6VUovOGrgimqcgvfp9LHfkFrw+LnsssvgcrmQn58Pt9uN1NRUDBkzHrU7j0JCtUstxynwamHgdntUOoqPM6ohF56oxil4nzKO/YbDa1/F66+9jKSkpLCZJHv27MHge+5DnW5jUKlaLctxirRsRTNOwfuUfexXHFm/AMtefQkNGjSAz+czx2zv3r0YOOpeNOg5DhWr1bIcp+B4RFq2rB57mceO4Mi6BVj26ou47LLLzHEKjtnBgwfRf8RYJPUeh7JValuOk7egNxY+dK10DB9lVIcfRtTriMCy9RqWz3/lomULAA4cOIBBo+9D3W6jEV/1UstxCl52QaF7pXSsy6iGHLijGidARVy2/H4/PB4P9u7diyH3jEftrqPD1oeRxin0lfcelY5ibUZ15BWsm6N57EVatjweD/bv348hY8ajVudRSKxWO6pxCvbGwIfuFuvDou7T6WNHcHjta3j9tZcsl61oxil4OQ5edClYHwKIah1hLlvrFmDZa4FlKzhOfr8f+/btw4CR49Cw5zhUKFi2rMYpeLmo9WE09+Pc8V+xb/U8vLVoHurWrQuPxwPDMCyWrcjjFLxsCOtD6T5lHT+C/R/OxZsL56Jhw4Zwu93wer0wDAMHDhzA4NH3oU7X0YivFt2yFVyGghudawr+PtE+9jKO/YaDa+Zh+fyX0bhx47Bla8+ePRg65n7U7joaFavVjmqcilofhj6fWt2nzGNH8Nv6BVg678L6MDi7bc+ePRg46l7U7zmuYFvDepykZSuax97Z47/iwEev4o0Fc1GvXj0YhmGOWWpqqrmtEV+1dlTjhLBlqzoAI+p1hAGFs8ePYO+HgfVh/fr1zWXL7/fj4MGDGDhqHOp3H4PyhbZVI112ww83FLpVSsfHGdWQB3fU6wgP/MgIWR8GT7Ds9Xrh8Xiwb98+DB17f6H1ofU2XuFlK9p1RHB9+OvH87Hs1ReRlJQUtq26Z8+ewHNX98jrw6K2IzzwF2yrhi5b0T32so/9il8/no/X578ctj4M3VZt2GscEgu2VaVxCj4/RdpWjeaxd/7Er2HPp8Fly+v1mtuql/Uai7JVIm+rFr4c3NZYm1EdPhhRryMKL1vBcQqOWWpqKgbfMx6Xdglsq0a7/wQo9DC3NTxRjZMBhTPHj2Bfwbq5QYMGOHfuHCpUqBBxvzFUsY54x8bG4tprr8X69evDvr9+/Xq0a9cu6t+zbds21KxZ0/x327ZtL/qd69atM39nNLfboEED1KhRI+w6eXl5SElJKbJNKYXRo0dj1qxZiI+Ph8/nM6dPhE5RLEqZMmWQmJgY9gXAPGGcz+eDv+DlDH/Bgx8AfAUbAMHLqtBlL1z4d0Yt5MN90XUCC27hy0bBZYTdvmEYiAlOLzcM5AWnnRc8yKXL/pDLeXDj3xm1zA2X0B0Eq/uUX7BxABRMNQ1O2XG7L0xBF+9T+P3zhrREcz/C7pNCyNQqt/l3Cu6wAIBPIepxAoBceMye6McpcDm/4GEVOk4ul8u8rJSCt+DxE804+WGYY5UXMsE1+sceLvp7xMTEmJfz8vLN61iNU/By8LGcC0/04xRy2efzhz1mgmPmcrng8wWnBFqPU6RlqziPPVXwNyg8Ti6Xy+xSBbdlNU7B3kjLVjT3KT8/31y2QscpJibmwjRZP6Iap2Bv8PGcD3exximwbF3YeQtdtoKXvV6vuT60Gqfg5fyCv0/giTC6cZKWreAGg2EYyA9OO49inIKXg4+fvJB1c3SPPZh/j6LGKfi4inacgo35UawPI90nn88X1bIVzTgFL+eErA+jXUcEemE+P4WOU3CjKtCOqMcpeLmo9WE098OrcGFKecg4yctW5HEKXpbWh+J9KngAha5rPB6PeTnf60VwKyWq+1cwHsEeb8GLWsV57Cmlwh4zoWMWXLaiHaei1ofFfezl5eVfNE7BHd6gaMcJiLxsRXOffArmMhQ6TqHbQD6FqMcJCF223MUbJxjmdoRhGGHjdOGtd374ithWlbb3gmOVC0+xxslbaH0YHKfQMbt4fWi97VB42SruYy+441Z4nFyukLe7RTFOF5YtdxHLVrT3CeYyFDpOoc8f/pBt1Wi2yyNtq0Zznwo/n4aOGVAwBb3gOtFulwd78kK2NaJ67BVatooas/z8C9uq0W6Xe8O2NaIdJ8NcbkLHKVrFuzYCn4M9ePBgtGrVCm3btsX8+fNx6NAhjBkzBgAwefJkHDlyBMuWLQMQOGN5/fr10axZM+Tl5WH58uVYuXIlVq5caf7OBx54ADfeeCNmzpyJ2267DR988AE++eQTbNq0KerbNQwDEyZMwIwZM5CUlISkpCTMmDED5cqVw4ABAy66HwsWLEC1atVw6623AgDat2+P6dOnY/Pmzfjoo49wxRVXoGLFisX98/yPFBJcXmT7L2xsOkunHp1aAPZYYY+MPTL2yNgjY4+MPaWjBWCPFfbI2COzv6dYR7wBoF+/fpgzZw6efPJJXH311fjiiy+wZs0a1KtXD0DgPT+hn62dl5eHSZMmoUWLFrjhhhuwadMmrF69Grfffrt5nXbt2uHtt9/G4sWL0aJFCyxZsgTvvPMO2rRpE/XtAoGPBJswYQLGjRuHVq1a4ciRI1i3bh0SEhLC7kN6ejpmzJiBF1980fxe69at8dBDD6Fnz55YsWIFFi9eXNw/zf/MA4U/JZ4wp+o6TacenVoA9lhhj4w9MvbI2CNjj4w9paMFYI8V9sjYI3Oip9hHvAFg3LhxGDduXJE/W7JkSdi/H3nkETzyyCOWv7Nv377o27fvf327QOCo9/Tp0zF9+nTx91SvXh0HDhy46PtTp07F1KlTLVtLihcufHS6pvUVbaJTj04tAHussEfGHhl7ZOyRsUfGnsh0agHYY4U9MvbInOgp9hFvKjkGFCq582Bo8kqQTj06tQDsscIeGXtk7JGxR8YeGXtKRwvAHivskbFH5kQPd7w14oJCq/hTIaegcJZOPTq1AOyxwh4Ze2TskbFHxh4Ze0pHC8AeK+yRsUfmRM9/NdWcSoYPLqzPrOF0hkmnHp1aAPZYYY+MPTL2yNgjY4+MPZHp1AKwxwp7ZOyROdHDI94aMaBQ1ZOj1RQMXXp0agHYY4U9MvbI2CNjj4w9MvaUjhaAPVbYI2OPzIke7nhrxAWFZuWytJqCoUuPTi0Ae6ywR8YeGXtk7JGxR8ae0tECsMcKe2TskTnRw6nmGvHBhc+zqjmdYdKpR6cWgD1W2CNjj4w9MvbI2CNjT2Q6tQDsscIeGXtkTvTwiLdGDCjUjDmv1RQMXXp0agHYY4U9MvbI2CNjj4w9MvaUjhaAPVbYI2OPzIke7nhrxAWFRnFntJqCoUuPTi0Ae6ywR8YeGXtk7JGxR8ae0tECsMcKe2TskTnRw6nmGvHBhU3ZVZ3OMOnUo1MLwB4r7JGxR8YeGXtk7JGxJzKdWgD2WGGPjD0yJ3p4xFsjBhTqxp7VagqGLj06tQDsscIeGXtk7JGxR8YeGXtKRwvAHivskbFH5kQPd7w14oJCrdgcraZg6NKjUwvAHivskbFHxh4Ze2TskbGndLQA7LHCHhl7ZE70cKq5RnxwYfOZyk5nmHTq0akFYI8V9sjYI2OPjD0y9sjYE5lOLQB7rLBHxh6ZEz084q0RFxQaltHrpAO69OjUArDHCntk7JGxR8YeGXtk7CkdLQB7rLBHxh6ZEz3c8daIAYVLPHlavfdBlx6dWgD2WGGPjD0y9sjYI2OPjD2lowVgjxX2yNgjc6KHU8014oML3529xOkMk049OrUA7LHCHhl7ZOyRsUfGHhl7ItOpBWCPFfbI2CNzoodHvDXigkKTuCytpmDo0qNTC8AeK+yRsUfGHhl7ZOyRsad0tADsscIeGXtkTvRwx1szcS6/0wlhdOrRqQVgjxX2yNgjY4+MPTL2yNgTmU4tAHussEfGHpndPZxqrhE/DGw/V9HpDJNOPTq1AOyxwh4Ze2TskbFHxh4ZeyLTqQVgjxX2yNgjc6KHR7w14oJCs7KZWk3B0KVHpxaAPVbYI2OPjD0y9sjYI2NP6WgB2GOFPTL2yJzo4Y43ERERERERUQniVHON+GFg5/kKTmeYdOrRqQVgjxX2yNgjY4+MPTL2yNgTmU4tAHussEfGHpkTPTzirREXFK4qd1qrKRi69OjUArDHCntk7JGxR8YeGXtk7CkdLQB7rLBHxh6ZEz3c8dZMjl+vIdGpR6cWgD1W2CNjj4w9MvbI2CNjT2Q6tQDsscIeGXtkdvdwqrlG/DDwn5xEpzNMOvXo1AKwxwp7ZOyRsUfGHhl7ZOyJTKcWgD1W2CNjj8yJHr1edviDc8OPVuVPwQ09PuNOpx6dWgD2WGGPjD0y9sjYI2OPjD2lowVgjxX2yNgjc6KHO94aUTBwyhsLBcPpFAB69ejUArDHCntk7JGxR8YeGXtk7CkdLQB7rLBHxh6ZEz2caq4RPwzsz413OsOkU49OLQB7rLBHxh4Ze2TskbFHxp7IdGoB2GOFPTL2yJzo4RFvjbjhx/XxJ7WagqFLj04tAHussEfGHhl7ZOyRsUfGntLRArDHCntk7JE50cMdb434YeC3vDj4NZmCoVOPTi0Ae6ywR8YeGXtk7JGxR8ae0tECsMcKe2TskTnRw6nmGlEwcCivvNMZJp16dGoB2GOFPTL2yNgjY4+MPTL2RKZTC8AeK+yRsUfmRA+PeGvEDT/+lHBcqykYuvTo1AKwxwp7ZOyRsUfGHhl7ZOwpHS0Ae6ywR8YemRM93PHWiB8G9uXEazUFQ5cenVoA9lhhj4w9MvbI2CNjj4w9paMFYI8V9sjYI3Oih1PNNaJgIC2/rNMZJp16dGoB2GOFPTL2yNgjY4+MPTL2RKZTC8AeK+yRsUfmRA+PeGvEDT86JB7TagqGLj06tQDsscIeGXtk7JGxR8YeGXtKRwvAHivskbFH5kQPd7w14oeBnecStZqCoUuPTi0Ae6ywR8YeGXtk7JGxR8ae0tECsMcKe2TskTnRw6nmGlEwcNwb53SGSacenVoA9lhhj4w9MvbI2CNjj4w9kenUArDHCntk7JE50cMj3hpxw4/OFY5qNQVDlx6dWgD2WGGPjD0y9sjYI2OPjD2lowVgjxX2yNgjc6KHO94a8cPAd2cu0WoKhi49OrUA7LHCHhl7ZOyRsUfGHhl7SkcLwB4r7JGxR+ZED6eaa0TBQIYv1ukMk049OrUA7LHCHhl7ZOyRsUfGHhl7ItOpBWCPFfbI2CNzoodHvDXigR/dK6bBo8kUDJ16dGoB2GOFPTL2yNgjY4+MPTL2lI4WgD1W2CNjj8yJHu54a8QLA5uyqsCryRQMnXp0agHYY4U9MvbI2CNjj4w9MvaUjhaAPVbYI2OPzIkeTjXXioFsf4zTESF06tGpBWCPFfbI2CNjj4w9MvbI2BOZTi0Ae6ywR8Yemf09POKtEQ/8uLXSb1pNwdClR6cWgD1W2CNjj4w9MvbI2CNjT+loAdhjhT0y9sic6OGOt0a8MLDudHWtpmDo0qNTC8AeK+yRsUfGHhl7ZOyRsad0tADsscIeGXtkTvRwx1szXqXHgzFIpx6dWgD2WGGPjD0y9sjYI2OPjD2R6dQCsMcKe2Tskdndwx1vjXig0KPSUXignE4BoFePTi0Ae6ywR8YeGXtk7JGxR8ae0tECsMcKe2TskTnRwx1vjXhhYE1GDa2mYOjSo1MLwB4r7JGxR8YeGXtk7JGxp3S0AOyxwh4Ze2RO9HDHWzMeQ49XgYJ06tGpBWCPFfbI2CNjj4w9MvbI2BOZTi0Ae6ywR8Yemd093PHWiAcKXSqmazUFQ5cenVoA9lhhj4w9MvbI2CNjj4w9paMFYI8V9sjYI3Oih5/jrREvXPh3Ri2nM0w69ejUArDHCntk7JGxR8YeGXtk7IlMpxaAPVbYI2OPzIkeHvHWikKCKx/Q5JUgvXp0agHYY4U9MvbI2CNjj4w9MvZEplMLwB4r7JGxR2Z/D3e8NeKBwp8ST2g1BUOXHp1aAPZYYY+MPTL2yNgjY4+MPaWjBWCPFfbI2CNzoodTzTXihQsfna7pdIZJpx6dWgD2WGGPjD0y9sjYI2OPjD2R6dQCsMcKe2TskTnRwyPeGjGgUMmdB0OTV4J06tGpBWCPFfbI2CNjj4w9MvbI2FM6WgD2WGGPjD0yJ3q4460RFxRaxZ+CS5MHpE49OrUA7LHCHhl7ZOyRsUfGHhl7SkcLwB4r7JGxR+ZED6eaa8QHF9Zn1nA6w6RTj04tAHussEfGHhl7ZOyRsUfGnsh0agHYY4U9MvbInOjhEW+NGFCo6snRagqGLj06tQDsscIeGXtk7JGxR8YeGXtKRwvAHivskbFH5kQPd7w14oJCs3JZWk3B0KVHpxaAPVbYI2OPjD0y9sjYI2NP6WgB2GOFPTL2yJzo4VRzjfjgwudZ1ZzOMOnUo1MLwB4r7JGxR8YeGXtk7JGxJzKdWgD2WGGPjD0yJ3p4xFsjBhRqxpzXagqGLj06tQDsscIeGXtk7JGxR8YeGXtKRwvAHivskbFH5kQPd7w14oJCo7gzWk3B0KVHpxaAPVbYI2OPjD0y9sjYI2NP6WgB2GOFPTL2yJzo4VRzjfjgwqbsqk5nmHTq0akFYI8V9sjYI2OPjD0y9sjYE5lOLQB7rLBHxh6ZEz084q0RAwp1Y89qNQVDlx6dWgD2WGGPjD0y9sjYI2OPjD2lowVgjxX2yNgjc6KHO94acUGhVmyOVlMwdOnRqQVgjxX2yNgjY4+MPTL2yNhTOloA9lhhj4w9Mid6ONVcIz64sPlMZaczTDr16NQCsMcKe2TskbFHxh4Ze2TsiUynFoA9VtgjY4/MiR4e8daICwoNy+h10gFdenRqAdhjhT0y9sjYI2OPjD0y9pSOFoA9VtgjY4/MiR7ueGvEgMIlnjyt3vugS49OLQB7rLBHxh4Ze2TskbFHxp7S0QKwxwp7ZOyROdHDqeYa8cGF785e4nSGSacenVoA9lhhj4w9MvbI2CNjj4w9kenUArDHCntk7JE50cMj3hpxQaFJXJZWUzB06dGpBWCPFfbI2CNjj4w9MvbI2FM6WgD2WGGPjD0yJ3q4462ZOJff6YQwOvXo1AKwxwp7ZOyRsUfGHhl7ZOyJTKcWgD1W2CNjj8zuHk4114gfBrafq+h0hkmnHp1aAPZYYY+MPTL2yNgjY4+MPZHp1AKwxwp7ZOyROdHzXx3xnjt3Lho0aIC4uDhce+212Lhxo3j9lJQUXHvttYiLi0PDhg3x6quvXnSdlStX4oorrkCZMmVwxRVX4F//+lexb1cphenTp6NWrVooW7YsOnTogJ07d4ZdZ+LEibjkkktQt25dvP3222E/W7FiBXr37h3tn+F354JCs7KZWk3B0KVHpxaAPVbYI2OPjD0y9sjYI2NP6WgB2GOFPTL2yJzoKfaO9zvvvIMJEyZgypQp2LZtG2644QZ0794dhw4dKvL6qamp6NGjB2644QZs27YNjz/+OO6//36sXLnSvM7XX3+Nfv36YfDgwdi+fTsGDx6MO++8E998802xbvfZZ5/F7Nmz8fLLL2PLli2oUaMGOnfujOzsbADAqlWr8Oabb2LdunWYOXMmhg0bhpMnTwIATp8+jSlTpuCVV14p7p+EiIiIiIiIKKJi73jPnj0bI0aMwMiRI3H55Zdjzpw5qFOnDubNm1fk9V999VXUrVsXc+bMweWXX46RI0di+PDheO6558zrzJkzB507d8bkyZPRtGlTTJ48GZ06dcKcOXOivl2lFObMmYMpU6bg9ttvR/PmzbF06VKcO3cOb775JgBg165d6NChA1q1aoX+/fsjMTER+/fvBwA88sgjGDduHOrWrVvcP8nvxg8DO89XgB+GYw2hdOrRqQVgjxX2yNgjY4+MPTL2yNhTOloA9lhhj4w9Mid6ivUe77y8PHz//fd47LHHwr7fpUsXfPXVV0X+P19//TW6dOkS9r2uXbti0aJFyM/PR0xMDL7++ms8+OCDF10nuOMdze2mpqbi6NGjYbdVpkwZ3HTTTfjqq69wzz334KqrrsL8+fORkZGB/fv34/z587jsssuwadMmbN26NeKLB4Xl5uYiNzfX/HdmZiYAICMjA9nZ2VBKIfvoAeTnnIPbABQAv8LFlxXgR+CyXwEuA7i2qoGtxxW8CvAYgE8F/p8YF+D1X7icX3AugBgXcPrkMfi8XmRmZiIrKwtKKXi9XsTExCArKwsuAziddgDegh6vAgwEbs+nAq++GMHLRuBnPhX43S2rGPj+uDInYRR5Pwrdp+yMYzAAZGVlISsrC16vFy6XCy6XC5mZmfD7fDiddgDIOxfxPhW+7DGAa6oGWoK3FbwfVvfp/OljAIDs7GxkZGQAANxuN3w+H7KysuDzepGdfgC+3HNRjZMCUMYFtKgSGKvg38tqnIKX87KOw+f1IisrCydPnkRMTAz8fj98Ph+ys7Ph9/lwJv0g8nPORTVOLiPw97mqioEfTij4VHTjFLxPZzIuPH5Onz4Nl8uF/Px8uN1uZGdnw+UCMtMCj2ercTIAeFyB27mmqoEdJxRy/dGNU/A+ZZ06BqX85uPH5/OZYxZ4fPtxOu0A/LnnLMfJE/K7Q5etaMYpePlcxjG4XIHHz+nTp+Hz+cwxy8zMDIzl0UCP1TgVtWwB0a8jzmQcg2FcWLaC4xQcs+Dj+eyxwOPHapyCl2MLHs/bCnqiXUcEli1V5LIVXOYAICt0fSiMU/AyALSsamDHSYU8X3TjZADIjbBs+f1+eDweZGVlwUBgfejLOWc5Tq6CFgOBx8+2Ewr5/ujWER4j8FguatnyeDzmsnVaWLYKj1NwGSq8PoxmHXFh2VLRLVtRjFPwchk30KJyYPlyGdGtI8xly7iwbAXHye/3m4/lsGXLYpyC4+EygKurGNh+IrC8R7OOUADyMo/DX7AePnnyJDweDwzDsFy2Io1T8LJCYLy2n1DI80e3jnAZgb9P8PGckZEBt9sNr9cLwzCQnZ0dGNOQZctqnILrveD68PvjylwfRfPYyzx1DH6fz9zWiLhs5Z6LapyCy1CsK/D8tTW4PozysXemYN0cuj70eAKbtcF1c3BbI5pxKrxsKRXdOAXvU05m4LkrOzsbp06dgmEY5pgFHz9n0g/Cm3MuqnGKZtmS7lNO5oX14alTp8xly+/3F2yr+nEmPfD4iWacLlq2/NGvI2JcQGbItmpwu9nr9ZqPn+D60JtzznKcgs9PKLxsRbmOUACyTwW2DYvaVs3KyoLyB9aHqmD9I41TcDzcEZataB57508Htp0Lrw9Dt1ULrw8jjVOkZSvadYTCxduqwWXL6/Wa26rB9aHVOAWfnzyuC9uqfhX9OiK30LIVHKfgmGVnZ8MwLmyrRrv/ZG6rnlTI9UU3TkUtW+fOnStYdwX+ziJVDEeOHFEA1Jdffhn2/aefflo1bty4yP8nKSlJPf3002Hf+/LLLxUA9dtvvymllIqJiVFvvPFG2HXeeOMNFRsbG/XtBn/nkSNHwq4zatQo1aVLF/Pf06ZNU40aNVLNmzdX7733nsrNzVXNmzdX3333nXrppZdU48aNVbt27dRPP/0U8e8wbdo0hcAY8otf/OIXv/jFL37xi1/84he//sBfhw8fjrjvGPRfndXcMIywfyulLvqe1fULfz+a3/l7XGf69OmYPn162L9vueUWxMTE4KmnnsKPP/6IDz/8EEOGDMH3339f5P2ZPHkyJk6caP7b7/fj1KlTqFy5svh3sJKVlYU6derg8OHDSExM/K9/z+9Fpx6dWtjDHvawhz3sYc//fz06tbCHPewpHT1KBWb+1apVy/K6xdrxrlKlCtxuN44ePRr2/WPHjqF69epF/j81atQo8voejweVK1cWrxP8ndHcbo0aNQAAR48eRc2aNaNq2717N9544w1s27YNycnJuPHGG1G1alXceeedGD58OLKysoociDJlyqBMmTJh36tYsWKRt/HfSExM1OIBGaRTj04tAHussEfGHhl7ZOyRsUfGnsh0agHYY4U9MvbIfo+eChUqRHW9Yp1cLTY2Ftdeey3Wr18f9v3169ejXbt2Rf4/bdu2vej669atQ6tWrRATEyNeJ/g7o7ndBg0aoEaNGmHXycvLQ0pKSpFtSimMHj0as2bNQnx8PHw+H/Lz8wHA/K/fr9eHvBMREREREVHpU+yp5hMnTsTgwYPRqlUrtG3bFvPnz8ehQ4cwZswYAIFp2EeOHMGyZcsAAGPGjMHLL7+MiRMnYtSoUfj666+xaNEivPXWW+bvfOCBB3DjjTdi5syZuO222/DBBx/gk08+waZNm6K+XcMwMGHCBMyYMQNJSUlISkrCjBkzUK5cOQwYMOCi+7FgwQJUq1YNt956KwCgffv2mD59OjZv3oyPPvoIV1xxxe96FJuIiIiIiIj+mIq9492vXz+cPHkSTz75JNLS0tC8eXOsWbMG9erVAwCkpaWFfbZ2gwYNsGbNGjz44IN45ZVXUKtWLbz44ou44447zOu0a9cOb7/9Nv7617/ib3/7Gxo1aoR33nkHbdq0ifp2gcBHgp0/fx7jxo1DRkYG2rRpg3Xr1iEhISHsPqSnp2PGjBlhZ2Jv3bo1HnroIfTs2RPVqlXD0qVLi/un+Z+VKVMG06ZNu2gau1N06tGpBWCPFfbI2CNjj4w9MvbI2FM6WgD2WGGPjD0yJ3oMpaI59zkRERERERER/TeK9R5vIiIiIiIiIioe7ngTERERERERlSDueBMRERERERGVIO54ExERERERlUJPPvkkzp0753QGRYEnVyMioj+80E/jkNStW7eES4iInDV8+HC88MILF30qkFOefPJJTJo0CeXKlXM6RUtutxtpaWmoVq2a0ylkgTveGvL5fFi1ahX69OnjdAqVMn6/H6tXr8aiRYvw/vvv23rbubm58Hq9KF++vK23S6XTiy++GNX17r///hIuCXC73ebl4NOiYRhh3zMMAz6fz5YeKp0OHTqEOnXqhD12iKLx7bff4tprrzXXRcF1TlBubi4++OAD3HnnnSXeotuOnG49QVu2bMFbb72FX375BYZhICkpCQMGDECrVq1s7XC5XDh69Kg2f5+NGzeiTZs2iI2NLfLnOTk5WLFiBYYMGWJzmfO4462R3bt3Izk5GUuXLkVGRgby8vKcTgIAZGRkYPny5Vi0aBF++OEHp3NM+fn5iImJseW27rjjDsyfPx+VK1e25faKa8+ePWGPna5du9q2433ixAkMHToU69atg9/vR5s2bbB8+XI0bNjQltsvyp49e7Bjxw5cc801aNCgAVavXo2ZM2fi/Pnz6NOnDx5//HFuGDusQYMGltcxDAP79++3oQbweDy49NJLcffdd6N3797weDxFXu+qq66ypSdozpw5GDJkCC655BJbb7e0OnHiBAzDcGxdrdsOQlZWVlTXS0xMLOGS0sfuF7ILP3YSExPxww8/mM+l6enpqFWrli0v/um2I6dbDwA88sgjeO655xAfH4+GDRtCKYX9+/fj3LlzmDRpEmbOnGlbi8vlQnp6OqpWrWrbbUpcLhdat26Nf/3rX6hZs+ZFP7fzsRy0bNmyqK5X4i8GKHLUmTNn1KJFi1S7du2Uy+VSnTp1UgsWLFDHjx93Ok2tX79e3XXXXSouLk5deuml6v7777fttgcPHqwyMzMj/nzLli2qWbNmtvW0bdtWVa9eXf373/+27TatnDt3Ti1ZskTdcMMNKiYmRrlcLvXCCy+o7OxsWztGjhypqlevrp5++mk1a9YslZSUpG655RZbG0K99957yuPxqNjYWFWmTBm1dOlSVaZMGdWtWzfVs2dP5fF41DPPPGNbz8yZM9W5c+fMf6ekpKicnBzz31lZWWrs2LG29QTl5+erZ599VrVs2VKVL19eVapUSbVp00a9+uqryu/3297jtLS0NPXMM8+opk2bqurVq6uHHnpI/fzzz05nqYoVK6oyZcqov/zlL+rjjz92fGw+/fRTdfnllxe5fj59+rS64oor1BdffGFrU0ZGhho3bpyqXLmycrlcyuVyqcqVK6t7771XZWRk2NpiGIZKT0+39TYlhmGYf5OivoI/18XKlSvVlVde6WjDL7/8oh577DFVs2ZNFRcXp2677TZbbrfwYyc+Pl7t27fP/PfRo0eVYRi2tRw7dsyW24qGbj1LlixRcXFx6qWXXlJ5eXnm9/Py8tQLL7yg4uLi1NKlS23rMQxDXXnllaply5bil909NWvWVJs3b77o50ePHrV9vVOxYsWIX5UqVVKxsbG2NHHH2yFfffWVGj58uIqPj1ctW7ZUzz33nHK73Wrnzp2Odh08eFBNnz5d1atXz9yI+ec//2l7R8uWLVXt2rXV2rVrw76fl5enJk+erGJiYtQ999xjW4/f71fPPvusKlu2rBo+fLjKysqy7bYL++abb9SoUaNUYmKiatWqlZozZ446evSo8ng8jjx+6tSpo1avXm3+e9euXcrtdoc9Gdnp2muvVY8//rjy+/0qOTlZlS1bVj3//PPmz1977TXVtGlT23pcLlfYxlRCQsJFG1N2PwGdO3dOtW/fXrlcLtWlSxf1wAMPqPvvv1916dJFuVwu1bNnT+Xz+dTevXvV4sWLbW3TwcaNG9Xw4cNVQkKCatOmjZo/f77y+XyOtOTk5Kjly5erTp06KZfLperUqaOmTp2q9u/f70hP79691ezZsyP+/IUXXlB9+vSxrefkyZOqcePGqnz58mr06NHq+eefV7Nnz1ajRo1S5cuXV02bNlWnTp2yrUe3He/PPvtMff7555Zfdpo/f77q27ev6t+/v7lR/umnn6qrr75alS1bVo0ePdrWHqX0eCE7mh1vu54rDMMwd0ikL7votmN53XXXievBWbNmqeuuu862HsMw1KRJk9T06dPFL7u4XC516NAhNXLkSBUXF6eSk5PDfu7Edk8kv/32m7rnnntUTEyM6tq1a4nfHqeaO+CKK67AuXPnMGDAAAwaNAhXXHEFACAmJgbbt283/22nFStWYOHChfjyyy/Ro0cPDBo0CN27d0f58uUdafJ6vXjyySfxzDPPYNiwYZg1axZ2796NoUOH4uzZs1iwYAE6d+5saxMQeDvAsGHDkJaWhvvvv/+i6ah2vB/V4/Fg/PjxGDNmDJo0aWJ+36nHj8fjweHDh8OmE5UrVw67du1CvXr1bG0BgISEBPzwww9o1KgR/H4/YmNj8cMPP6B58+YAgAMHDpjLoB0KT5FLSEjA9u3bHZk+GDR16lQsXboUq1atQosWLcJ+tn37dtx6663o06cPVq5ciUcffRTjx4//3Rs2bNiA++67D5s3b75ommtmZibatWuHefPm4cYbb/zdbzta6enp6N+/P1JSUnD8+HHHp3sfOHAAixcvxrJly3D48GF06NABI0eOxJ///GeUKVPGloZ69eph7dq1uPzyy4v8+e7du9GlS5eoT1b3v5owYQI+/fRTfPLJJ6hevXrYz44ePYouXbqgU6dOeP75523pcblceOqppxAfHy9ez65zF+jmueeew+OPP44WLVpg165dAIApU6Zg9uzZGD9+PO69915UqVLFtp5vv/0WCxcuxDvvvIPGjRtj0KBBuOuuu3DppZfa/nyq03OFy+XCnDlzUKFCBfF6Q4cOLfGWYM9DDz1kuVxNmzbNlp7y5cvjxx9/jPiWuv379+PKK6/E2bNnbenRbSp+aM/cuXPx4IMPYsyYMXj++efNafF2b/cUlp2djZkzZ+KFF15As2bN8I9//AMdO3Ys+Rsu8V17ukhMTIwaPHiwWrduXdi0QaeOWCqllNvtVpMnT77oSK6TTUop9d1336lmzZqpmjVrqpiYGDVq1ChHjzYrpdSCBQuU2+1Wl156qapfv7751aBBA1tuv3PnziohIUENGDBAffTRR+ZjyKmxcrlcF00BS0hIcOyInE5HDXTsUUqppKQkcSbLihUrlGEYavjw4SXWoNuR01BffvmlGjFihEpMTFTXXXedmjdvnmNHvCNZv369GjBggCpXrpy65JJLbLvdMmXKqD179kT8+Z49e1RcXJxtPfXq1btoZlSojz76SNWrV8+2HsMwVJ06dcKeGwp/2fVcEeyRppq7XC7ldrtt62natKlatGiRUipwNN4wDNWpUyfb3xIQ5Ha71YQJE9Tu3bvDvu/E86lhGOqzzz5T27dvV9u3b1fly5dXq1evNv/96aef2nrEW6eZG7r1JCQkqF27dkX8+e7du1VCQoJtPYVn1jmt8HilpKSoatWqqU6dOqlTp045esQ7NzdXzZo1S1WuXFk1adJEvfvuu7beftFnj6ESlZqaiiVLlmDs2LE4f/48+vfvj4EDBzp6sqfhw4dj7ty5SElJweDBg9GvXz9UqlTJsZ6gMmXKICYmBpmZmYiNjUX79u0d+3iL9PR0jBw5Eps2bcKiRYtse6W3sHXr1uHw4cNYvHix+Rjq168fADjyGFJKoVOnTmFH/8+dO4fevXuHndFy69attvQYhhH2dyj8bwqcebl169YRf3799dfDMAwsWrSoxBq2b98unnymS5cueO6550rs9gtLS0vDsmXLsHjxYmRkZGDgwIH46quv0KxZM9saisPlcsEwDCil4Pf7bbvd2rVr48cff8Rll11W5M937NhR5Ml0SkpaWpo4Rs2bN8fRo0dt6wGA7777TpsjT//6178i/uyrr77CSy+9ZJ7F3w4HDx7ELbfcAgDo0KEDYmJi8PTTT6NixYq2NYS6+eabsWjRIhw7dgyDBw9G165dHX2+6NSpU9h49OrVCwDMZd2uNt2eM3Xrufbaa/HGG2/g73//e5E/f/3113HNNdfY1mPnMvzfuPHGG7Flyxb8+c9/xnXXXYd58+bZ3qCUwrJlyzB16lR4vV7MmDEDI0aMCPtEEztwx9sBtWvXxpQpUzBlyhRs2LABycnJaN++PbxeL5YsWYKRI0eicePGtjbNnz8fL7zwAlasWIHk5GRMmDABXbt2tX2jLkgphWeeeQZPPPEE+vfvj88//xxvvPEG7rvvPrz33ntYsGCBrRs2b7/9Nu677z60bNkSO3bsQJ06dWy77aLUqVMHU6dOxdSpU7F+/XokJyfD4/HgtttuQ9++fdG3b1/bVvpFTe267bbbbLntoiil0LhxY/OJ+syZM2jZsiVcLpf5c7stXLjQnCIXXM6D0ymzs7Nt70lMTMSxY8ciPo6PHj1a4tOq09PTxU8l8Hg8OH78eIk2hKpXrx5q1aqFoUOH4tZbb0VMTAx8Ph927NgRdr3CU/PtdPDgQSxZsgRLlizB4cOHceONN2LBggW44447bGvo0aMHpk6diu7duyMuLi7sZ+fPn8e0adPMnQU7VKlSBQcOHMCll15a5M9TU1NtPcO5bjsIRa2Ld+/ejcmTJ2PVqlUYOHBgxJ2HkpCTkxP2uImNjXX0TMw6vZCdmppq6+1JdNuR063noYceQp8+fZCbm4uHHnrIfJvL0aNHMWvWLMyZM0d80ev39tNPP1kuR8uXL8egQYNsKrpY3bp18eWXX2LEiBG2PkcEXXXVVdi3bx/Gjx+PCRMmoFy5ckW+FaCkP+GB7/HWRGZmJt544w0kJydj69ataN68+UUbfHbas2cPFi1ahNdffx1nzpxBz5490bdvX9x+++223P7111+PQ4cO4bXXXkPv3r3N7+/fvx/Dhg3Dzp078corr5hPkCWtfPnyeOaZZ0rkva6/l+DHviUnJ2PHjh1/2M8bXrp0aVTXs2vGQv369aPagLNzo6tfv37wer1YuXJlkT+/44474Ha7sWLFihJraNSoEZ577jn8+c9/LvLn7733HiZNmmTbx4kFX5gBLmxwF356dOJzvHNycrBy5UokJycjJSUFNWvWxNChQzF8+HBHPrIvPT0d11xzDdxuN+677z40adIEhmFg165deOWVV+Dz+bB169aL3m9dUkaMGIG9e/di/fr1F31mbG5uLrp27YpGjRqV6OyNULq91zLUb7/9hmnTpmHp0qXo2rUr/vGPf5jnvrBL4ffAP/roo3j44Ycvel+3U++BD76Q/f7776NOnTq2v5BNRTt48CDq1q1rrpt37twZti52u922z0566aWXMGnSJHi9XvO98JmZmXC73Xj22WcxYcIE21rKli2Lv//973jooYcu2t5IT0/HqFGj8Nlnn9n2Qn/FihVx8ODBiOcI+L//+z/MmzfPtud3oOjn+FDBGSUl/RzPHW+HHDx4EOvWrUN+fj46dOgQdgKPH374AcnJyXjxxRcdLAzw+/1Ys2YNFi5ciI8++gi5ubm23O5dd92FuXPnFnnUTSmFOXPm4G9/+xvOnDljS8+ePXuQlJRky239HrZu3coNBYro559/Rps2bdCsWTNMnDgRTZs2Nb///PPP4+eff8bmzZtLdENm/Pjx+Pzzz7Fly5Yij5y2bt0aHTt2tG09ePDgwaiuZ/cJAytWrIicnBz06tULI0aMQNeuXcM2IJxw8OBBjB07Fh9//LH54oRhGOjatSvmzp2L+vXr29by66+/olWrVihTpgzuvffesMfy3LlzkZubi++++862WUpPPPEEHn74YZQrV86W24tGZmYmZsyYgZdeeglXX301Zs6ciRtuuMGRlmheiDQMw9YN8qI48UL2s88+i/Hjx6Ns2bIAgC+++AJt2rQxT5yYnZ2NRx99FHPnzi3xFt1s3LgREydOxJYtWwAETjx37ty5sPXPxx9/bL6NwS6//vor3n33XezZswcA0LhxY9xxxx22z4pcuXIlxo4diyZNmmDJkiVo1KgRgMBR7gceeADNmzdHcnKy+f2S5nK50LJlS4wcORIDBgywPEmfHVJSUqK63k033VSiHdzxdsAXX3yBHj16mGdV9ng8WLp0Kfr37+9wGXDy5ElzWt7hw4exYMECnD9/Hr1790bTpk21ehXfzp3hL774IqrrOXUG5pycHLzzzjs4e/YsunTpEvH9lyWhY8eOUW1IffrppzYVAe+++y7ef/995Ofn45ZbbsHo0aNtu+2i+P1+LFmyBO+99x4OHDgAwzDQsGFD3HHHHRg8eLAj01M3b96MESNGYNeuXWFHeJs2bYqFCxeiXbt2JXr7uh051dXs2bMxZMgQW8/0HK2MjAzs3bsXSikkJSU5dl6Q/fv3495778W6devCNsQ7d+6Ml19+2db1Yd26dbFt2zbzefTll1/GkCFDSnz6YiTPPvssZs6ciRo1amDGjBmOvg2otLLrhWy32420tDRzOysxMRE//PCDo5+AoYu77roL7dq1M2dCJCQkYPXq1ahXrx6UUnjxxRdx8ODBiLO4/giOHTuGe+65B+vXr8f06dOxceNGfPLJJ5gxYwbuv/9+W7czNm/ejEWLFmHFihXIz8/H7bffjhEjRthz1nDNccfbATfddBMSExPx2muvoWzZspg8eTJWr16Nw4cPO9b0448/onfv3jh8+DCSkpLw9ttvo1u3bjh79ixcLhfOnj2Lf/7zn+jTp49jjUHBV6IXLVqEH374wZbbDJ7ICIj8XiO7pqE+/PDDyMvLwwsvvAAAyMvLQ5s2bbBz506UK1cOXq8X69evR9u2bUu8BQAefPDBiD/LysrCW2+9hdzcXNs2FubPn48xY8YgKSkJcXFx+Omnn/DII4/gH//4hy23X5hSCr169cJHH32Eq666Ck2bNoVSCrt27cKPP/6IW2+9Fe+//74jbUBghs0vv/wCAEhKSkLLli1tu+0DBw5g3LhxWhw5PXfuHB5++OGwF2xefPFFLXd4qWgZGRnmkafLLrvMkY9/KzzVvPDOkxM9ZcuWxS233CKeROi9996zsSqykydP4vXXX7d1mm5hTr2QrdPHienmsssuw/Lly3H99dcDuPhvs23bNvTs2RO//fabLT06H4wZOHAg3nrrLZQvXx5fffUVrrzyStsbgs6fP48VK1Zg8eLF2LhxI+rXr4/hw4dj6NChEc/LUdKOHDmClStX4pdffoFhGGjcuDFuv/121K5d25bb5463Ay655BJ88cUX5nurzp49i8TERJw4ccKxIwbdu3eHx+PBo48+iuXLl+PDDz9Ely5dsHDhQgCBaaHff/89Nm/e7EgfAHzyySdYtGgR3n//fVSpUgW33367ufNZ0ipXroyEhATcfffdGDx4cMSNcTum0zRv3hwzZszArbfeCgBYvHgxHnroIWzbtg1169bF8OHDcezYMaxevbrEWyLxer145ZVX8PTTT6NChQr4+9//jrvuusuW277yyivRp08f84RBS5Yswfjx4x05iRkQGJ8HHngAH3zwwUWv9m7YsAF9+vQxj4rZKTs7G5s3b0Z+fj5at27t6A6mDkdOH374YcydOxcDBw5EXFwc3nrrLXTo0AHvvvuu7S2hQl/0C5WYmIgmTZrgkUcese3cG0DgEzCikZycXMIlAbr1WO082e3uu++O6kjX4sWLbagpmlIK69atw6JFi/DBBx8gMTHRthMr6vRCNne8Iytbtix2795tvtXnvffeQ7du3cy3dBw8eBCNGze27e2QOh2MCcrIyMC9996LDz74AA888ADeeecdlClTBkuXLsV1111nW0ck+/btw+LFi7Fs2TKkpaWhc+fOWLNmja0Nc+fOxcSJE5GXl4cKFSpAKYWsrCzExsZi9uzZGDduXIk3cMfbAUWdfCUhIQE7duxAgwYNHGmqUqUKNmzYgBYtWuDMmTNITEzEt99+i1atWgEInAX1+uuvx+nTp23tOnToEBYvXozFixfjzJkzyMjIwIoVK2w9iy8QeDL+17/+heTkZGzcuBE9evTAiBEj0K1bN9unCScmJmLr1q3mq/D9+/dHQkIC5s+fDyBwBLNHjx62vfJb2BtvvIGpU6fi/Pnz+Otf/4rRo0eHfdRYSStfvjx+/PFHc2PF5/OhbNmyOHToEGrUqGFbR1CXLl1w880347HHHivy5zNmzEBKSgo+/vhj25p27NiB7t27Iy0tDUDgMfXPf/7T1vfHRbOz6PF4UKNGDXTu3DnsJIsloVGjRnj66afNF4i+/fZbtG/fHjk5ObZ/3Eio999/v8h1zOnTp/Htt99i8eLFWLp0Kf7yl7/Y0uNyuVCvXj20bNlSPNOwXWf01bFHpx1vnR04cADJyclYsmQJjhw5goEDB2LIkCHo2LGjbcucTi9kc8c7smrVqmHFihXo0KFDkT///PPP8Ze//MW2F2x0OhgDAB9++CFGjRqFunXrYunSpWjatCnOnj2LSZMmITk5GQ8//DCmT59u67ZYUc6cOYM33ngDjz/+OE6fPm3rY3n16tW47bbbMGHCBDz00EPmx16mpaXh//7v//DSSy/hgw8+QI8ePUq0gzveDnC5XNiwYUPYNLh27dphxYoVYVMv7PzYGt1W+CtWrMDChQvx5ZdfokePHhg0aBC6d++O8uXLY/v27WEno7Nb8KNHli5ditzcXAwdOhRPPPGEbSu0ihUrYsuWLeb72xs0aIC//e1v5pGfAwcO4PLLL8f58+dt6Qlau3YtHnvsMaSmpmLSpEmYOHEiypcvb2sDEPmFLac2fmvUqIG1a9fi6quvLvLn27ZtQ/fu3W39rOEePXogIyMDs2bNQlxcHJ544gn85z//we7du21rGDZsmOV1/H4/jh07hpSUFEyaNAlPPvlkifXExsYiNTU1bLpZ2bJl8csvvzj+8YGSV155BcuWLcM333xjy+2NGzcOb7/9trlTMmjQIEemdOvao/tZu52Wm5uL9957DwsXLsRXX32F7t27Y8CAAejfv78jz+06vZBt9djJzs7G1KlT/5A73r1790bVqlUjzly5++67ceLECXz44Ye29Oh0MAYA4uLiMHXqVDz22GMXnXxz/fr1GDlyJCpVqmTb2zMLS0lJQXJyMlauXAm3240777wTI0aMMN86YIebbroJN9xwA5566qkif/7Xv/4VGzdujPokbP81RbYzDEO5XC5lGEbEL5fLZXvTsWPHzH/Hx8er/fv3m/8+evSorU1ut1tNnjxZZWVlhX3f4/GonTt32tYh2b9/v+rYsaNyuVzq5MmTtt1umzZt1KxZs5RSSv3000/K5XKFjdXnn3+u6tWrZ1vPN998ozp06KDi4uLUhAkT1PHjx2277aIYhqGefvpp9cILL5hfcXFx6m9/+1vY9+wSExOjfvvtt4g/P3LkiIqNjbWtRymlqlatqrZs2WL++8SJE8rlcqns7GxbO6L14Ycfqjp16pTobbhcrrB1oFIXrwd19Msvv6iKFSvaeps5OTnqzTffVLfccosqV66c+stf/qLWrl2r/H6/rR069tSrV0/Vr19f/GrQoIHtXbqoXLmyuuGGG9Rrr72mTp06ZX7fqef2ChUqqF9++cX8d/369dWiRYvMf6empqq4uDhbWqJ57NSvX9+WFt1s2LBBuVwuNWnSJJWenm5+Pz09XU2cOFG53W716aefOtJ26NAh9cQTT6iGDRuq2rVrq8cff1zl5+fb2rB9+3bx55mZmWr48OE21QQcOnRIPfnkk6phw4bKMAzVvn17lZycrM6cOWNrR1BCQoLavXt3xJ/v3r1bxcfHl3gHj3g7IJqPrcnIyIh4hKwkuFwudO/e3fzYilWrVuHmm282j1jm5uZi7dq1tr3SOnr0aKxYsQLNmjXD4MGD0a9fP1SqVAkxMTGOHvHOzc01P1P366+/Rs+ePTF8+HB069bNtoaVK1eif//+uOGGG7Bz505cd911WLVqlfnzRx99FKmpqSX6Gcyhgifvueeee8STYdl1hEe3j6txu904evQoqlatWuTPnZg+qOPbXSSnT5/G8OHDS/QEUIXXgcDF60FAn5NQBe3YsQNdu3Y13zZgt4MHD2LJkiVYtmwZ8vPz8fPPP5tH7NhDhVWqVAktWrTAoEGD0K9fP/Ns7049t19//fW48847MXHiROzcuRMtWrTA3r17zfVgSkoKhg4digMHDtjaRRebO3cuHnzwQXi9XiQmJsIwDGRmZsLj8WDWrFm47777HO1LTU3FiBEjkJKSguPHj9s682b48OF44YUXkJCQYNttSjp37ozPPvsMVatWxZAhQzB8+HA0adLE0ab4+Hjs2LEj4szH/fv3m2+3LUnOTvb/g4r0ObCZmZl44403zLN127khPnTo0LB/Dxo06KLr2Hnyp/nz5+OFF17AihUrkJycjAkTJqBr165QSsHv99vWERR8L+Xbb7+NBg0a4O6778aKFSscmdJ4xx13YM2aNVi9ejW6dOmC8ePHh/28XLlytpwgIqhu3bowDEN8D6VhGLbteOu2gaSUwt133x22QxfKrpPBhDIMA9nZ2ebnZyulzO9lZWWZ13PqI5AKq1ixYonv8A4ZMuSiF2yKWg/qZv78+ba+SFuYYRgwDMOxdbPuPRQuLS0NK1euxKJFi/DAAw+ge/fuGDRokCPTc4HAydX69++P1atX46effkL37t3DXnxcs2YNWrdubUvLN998g1OnTqF79+7m95YtW4Zp06bh7Nmz6NOnD1566aWIzyX/vxs3bhx69+6Nf/7zn+anFyQlJaFv376OvR2oqIMxq1evtn3bcOnSpXjmmWe02fEuW7YsVq5ciV69ejl6jpRQzZo1wwcffBDxk3jef/99NGvWrMQ7eMRbAxs2bEBycjLee+891KtXD3fccQfuuOMOWz/WR3d79uzBokWL8Prrr+PMmTPo2bMn+vbta9vZfF0uF+rWrYuhQ4fi2muvjXi94AlayDkbNmzAfffdh82bN1+045iZmYl27drh1VdfxQ033GBLTzTvZQbsPatwUWfKDu58h17+I76XUDcTJ04s8vuZmZn47rvvsG/fPmzcuNHW54vg+3STk5OxadMm9OrVC8OGDUO3bt0uen/hH62HO0/RC57leOnSpThy5Aj69++Pu+++GzfffLOtG+uffvopPvzwQ9SsWRPjx49H2bJlzZ898cQTuOmmmyKe1Ov31K1bN3Ts2BGPPvoogMDHvF5zzTW4++67cfnll+P//u//cM8992D69Okl3qIb3Y7oFnUwxsnzSxQ1i43CLV26FGPHjsVzzz0XdtJfr9eL1157zfxkk7vvvrtEO7jj7ZBff/0VS5YsQXJyMs6ePYs777wTr776quMnDtOd3+/HmjVrsHDhQnz00Ue2fnSEFbt2VPbs2YOpU6fitddeK3LHcuzYsXjqqadsO5GYbju6t956Kzp27BjxVc0XX3wRn332mW1nOdZRtCcPuemmm0q4RB+6nWU9qPBH0AUlJiaiadOm6NWrFxYvXmzbx2WFnsxs2LBhGDRoECpXrmzLbZeGnu7du6NDhw7ceSoGv9+Pjz/+GIsWLcKqVasQHx+PkydP2nLb58+fx6RJk/D+++8jPz8ft9xyC1588UVHPl6xZs2aWLVqlflpMlOmTEFKSgo2bdoEAHj33Xcxbdo0/Pzzz7a3Oc3tdiMtLU2bHUvdDsa4XC6kp6dHfEsbBUyaNAmzZ89GQkICGjVqBCDwAuCZM2dw//334/nnny/xBu54O6BHjx7mq/IDBw5Et27d4Ha7HX//so5OnjxpbkQdPnwYCxYswPnz59G7d280bdpUm5WwnUaPHo2KFSvi2WefLfLnjz76KLKysjBv3jxbenTb0a1Xrx7Wrl2Lyy+/vMif7969G126dMGhQ4ds6dFR6HRyiS5Tze2g21nWo7V9+3Zcc801ts1OCG5wtmzZUpwebNd74XXr4c7T/+bEiRNYtmxZxJkev7fgUa6BAweibNmyePPNN9GhQwe8++67ttx+qLi4OOzZs8ecNv2nP/0J3bp1w1//+lcAgbdRXXnllcjOzra9zWm6HdHV6WAMEOipUKGC5Vs2Tp06ZUuPzjZv3oy33nrLfLtC48aNcdddd9l2hnW+x9sB69atw/3334+xY8eaHwlF4X788Uf07t0bhw8fRlJSEt5++21069YNZ8+ehcvlwvPPP49//vOf6NOnj61dRb0QkJOTg969e9t2RPeLL77A66+/HvHnd955JwYMGGBLCxDY8J85c2bEn3fp0gXPPfecbT3p6emIiYmJ+HOPx2PbZ33qqmLFilG9p/KPNNW8OFP9V69ejbFjx2qx4223ot4L7yTdejIyMlC9enXz3ykpKWEn37zuuutw+PBhJ9K0kJGRgeXLl2Po0KFFzpB66623MHLkSNt63nvvPSxatAh33XUXAGDgwIFo3749fD6f7e9NrV69OlJTU1GnTh3k5eVh69ateOKJJ8yfZ2dni89t/7/TaTnX8fwRTzzxhG2fG16aXX/99bZ+jFlh3PF2wMaNG5GcnIxWrVqhadOm5lm76YJHHnkEV155JZYvX47ly5ejV69e6NGjBxYuXAgAGD9+PJ555hnbdrytXgiYPXu2bS8EHDx4UHzVt0qVKrZu2Om2o1u7dm38+OOP5ueyFrZjxw7UrFnTth4dffbZZ+ZlpZS5bIV+hjVF1r59e/OI5h/NkiVLnE4Io1sPd55kL7/8Mnbs2HHRSUEBoEKFCti4cSOys7Px+OOP29Jz+PDhsBfNW7duDY/Hg99++832E3Z169YNjz32GGbOnIn3338f5cqVC2vbsWOHOT32j6hx48baHNHV7T3nAHDXXXdpMyNARzt27Ijqei1atCjRDu54O6Bt27Zo27YtXnjhBbz99ttITk7GxIkT4ff7sX79etSpU0erhdkJW7ZswYYNG9CiRQtcffXVmD9/PsaNG2dO7xk/frytr1jp9EJAhQoVsG/fvohnx9+7d6+tU4R129Ht0aMHpk6diu7du5tn7Q46f/48pk2bhl69etnWo6PC7912u924/vrrbTsvQGlnx1nWdTV8+HDL6xiGgUWLFtlQox/uPMlWrlyJWbNmRfz5Pffcg0mTJtm24+3z+RAbGxv2PY/HA6/Xa8vth3rqqadw++2346abbkJ8fDyWLl0a1pacnIwuXbrY3qULnY7o6nYWcZ1mA+jq6quvNj/xIhI73h7A93hr4j//+Y951u7Tp0+jc+fO+Pe//+10lmMKv58nISEB27dvN3cM7P7s4ypVqpgvBJw5cwaJiYn49ttvzaNeu3fvxvXXX4/Tp0+XeMudd96J/Pz8iO+Zvu222xAbG2vbe9TGjx+Pzz//HFu2B/qdOwAACAxJREFUbClyR7d169bo2LEjXnzxRVt60tPTcc0118DtduO+++5DkyZNYBgGdu3ahVdeeQU+nw9bt24Nmw76R1d4+SJ9WJ307fTp00hJSbH1vYT16tVDy5YtxQ2YP+rJC48fP47bb78dX375JeLj47FkyZKwMezUqROuv/56PP300w5WOichIQE7d+5E3bp1i/z5oUOH0Lx586jPQ/G/crlc6N69e9hZ5letWoWbb74Z5cuXN79n5wttmZmZiI+Pv2iq+6lTpxAfH3/RCwV/BDq+x5s9pcvBgwejul6kg1q/F+54a8bn82HVqlVITk7+w+94h56hMSEhATt27DA/X9PuHW+dXgjYtm0b2rZti169euGRRx5BkyZNAAR2/p999lmsXr0aX331Fa655poSbwH03NE9ePAgxo4di48//tjcOTAMA127dsXcuXNRv35921pKA+5460u3j6MLPYv48OHDHf0IHZ1JO08JCQl/2OnmFStWxNq1ayPOWNu8eTO6detmy4vYgH7LFxVNx7Oa8yzipUunTp1w7733Rnwx+8SJE2jdujX2799foh3c8SYtFX4VuvAr0Lm5uVi7dq2tO946vRDw4YcfYvjw4Rd95ErlypWxcOFC2z9PXNcd3YyMDOzduxdKKSQlJaFSpUqOdOiu8OOZSBL6udlfffUVevbsiREjRqBLly5/+CmP0UzFB2Dbx7/ppmPHjmjTpg2eeeaZIn/+6KOP4ttvvw07DwWRbkd0eRbx0sflcsHlcmHKlClh590Isms7njvepCXdXoXW7YUAIDCNe+3ateaOZePGjdGlSxeUK1fOtobCuKNbOhR+xbeoqZWAvdMrqXQ6ePAglixZgmXLliE/Px8///wz4uPjnc5yDKfiy1auXIm77roLzz//PMaOHWvOCPD5fJg7dy4eeughvPnmm+jbt6/DpUSRuVwuzJkzx/I950OHDrWpiKy4XC689tprePjhh9GxY0e8/vrrYc9V3PEm0ohuLwQQ/S/4eKbfy6FDh7BkyRIsWbIEeXl52L179x96x5tT8a1NmTIF//jHP5CQkICGDRvCMAzs27cPZ86cwcMPPxzxaDiRLnQ7Ak/WgmN28uRJ9OnTB7Gxsfjggw9sf8sod7yJSplly5ZFdb0hQ4aUcAkR/RGFTjXftGkTevXqhWHDhqFbt27mJ0/8kXEqvrUtW7bgjTfewJ49e8wZWwMGDEDr1q2dTiOypNt7zsla6IslmZmZ6N+/P7755hu88847uOWWW7jjTURFc7lciI+Ph8fjiTiV0TAMvreIiH53oUd0hw0bhkGDBqFy5cpOZ2mLU/HDnTt3Dg8//DDef/995Ofno1OnTnjppZdQpUoVp9OIosYj3qVP4TFTSmHy5MmYPXs2Zs6ciQEDBtiy483P8SYqZS6//HKkp6dj0KBBGD58OFq0aOF0EhH9Qbz66quoW7cuGjRogJSUFKSkpBR5PZ4fIMAwDPOzY/1+v9M5jps2bRqWLFmCgQMHomzZsnjzzTcxduxY2z7+kuj3wGW59Ck828gwDDzzzDNo2bIlRowYgQ0bNtjSwR1volJm586d+Oabb5CcnIwbb7wRl112GUaMGIGBAwciMTHR6Twi+v/YkCFDOF3aQlFT8V9++WVOxUfgBZlFixbhrrvuAgAMHDgQ7du3h8/nu+ij14iIfi+RZoj269cPTZo0QZ8+fWzp4FRzolLs/PnzePfdd7F48WJ8++236NOnD5KTk82zrxMRkX04FV8WGxuL1NRU1K5d2/xe2bJl8csvv6BOnToOlhHR/89SUlLQvn17eDxFH3M+efIkVq9eXeLnR+KON9H/B7744gtMmzYNX3zxBU6cOMGP8SIicoDL5ULdunXRsmVLcWbAH3UqvtvtxtGjR1G1alXzewkJCdixYwcaNGjgYBkRUcnjVHOiUurIkSNYunQpFi9ejLNnz2LQoEGYN28ed7qJiBzCqfgypRTuvvvusFlZOTk5GDNmDMqXL29+74/6wgQR/f+NR7yJSpkVK1Zg8eLFSElJQdeuXTFs2DD07NmT748jIiKtDRs2LKrrLV68uIRLiIjsxx1volImOJVx4MCBqF69esTr3X///TZWERERERFRJNzxJipl6tevbzmV0TAM7N+/36YiIiIiIiKScMebiIiIiIiIqAT9sT9QkqgU2rBhA6644gpkZWVd9LPMzEw0a9YMGzdudKCMiIiIiIiKwh1volJmzpw5GDVqFBITEy/6WYUKFXDPPfdg9uzZDpQREREREVFRuONNVMps374d3bp1i/jzLl264Pvvv7exiIiIiIiIJNzxJipl0tPTERMTE/HnHo8Hx48ft7GIiIiIiIgk3PEmKmVq166NH3/8MeLPd+zYgZo1a9pYREREREREEu54E5UyPXr0wNSpU5GTk3PRz86fP49p06ahV69eDpQREREREVFR+HFiRKVMeno6rrnmGrjdbtx3331o0qQJDMPArl278Morr8Dn82Hr1q2oXr2606lERERERATueBOVSgcPHsTYsWPx8ccfI7gIG4aBrl27Yu7cuahfv76zgUREREREZOKON1EplpGRgb1790IphaSkJFSqVMnpJCIiIiIiKoQ73kREREREREQliCdXIyIiIiIiIipB3PEmIiIiIiIiKkHc8SYiIiIiIiIqQdzxJiIiIiIiIipB3PEmIiIiIiIiKkHc8SYiIiIiIiIqQdzxJiIiIiIiIipB3PEmIiIiIiIiKkH/D1rLNzHqGXf5AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_risk_con(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.05,\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
